• Columbia University in the City of New York
  • Office of Teaching, Learning, and Innovation
  • University Policies
  • Columbia Online
  • Academic Calendar
  • Resources and Technology
  • Resources and Guides

Case Method Teaching and Learning

What is the case method? How can the case method be used to engage learners? What are some strategies for getting started? This guide helps instructors answer these questions by providing an overview of the case method while highlighting learner-centered and digitally-enhanced approaches to teaching with the case method. The guide also offers tips to instructors as they get started with the case method and additional references and resources.

On this page:

What is case method teaching.

  • Case Method at Columbia

Why use the Case Method?

Case method teaching approaches, how do i get started.

  • Additional Resources

The CTL is here to help!

For support with implementing a case method approach in your course, email [email protected] to schedule your 1-1 consultation .

Cite this resource: Columbia Center for Teaching and Learning (2019). Case Method Teaching and Learning. Columbia University. Retrieved from [today’s date] from https://ctl.columbia.edu/resources-and-technology/resources/case-method/  

Case method 1 teaching is an active form of instruction that focuses on a case and involves students learning by doing 2 3 . Cases are real or invented stories 4  that include “an educational message” or recount events, problems, dilemmas, theoretical or conceptual issue that requires analysis and/or decision-making.

Case-based teaching simulates real world situations and asks students to actively grapple with complex problems 5 6 This method of instruction is used across disciplines to promote learning, and is common in law, business, medicine, among other fields. See Table 1 below for a few types of cases and the learning they promote.

Table 1: Types of cases and the learning they promote.

Type of Case Description Promoted Learning

Directed case

Presents a scenario that is followed by discussion using a  set of “directed” / close-ended questions that can be answered from course material.

Understanding of fundamental concepts, principles, and facts

Dilemma or decision case

Presents an individual, institution, or community faced with a problem that must be solved. Students may be presented with actual historical outcomes after they work through the case.

Problem solving and decision-making skills

Interrupted case

Presents a problem for students to solve in a progressive disclosure format. Students are given the case in parts that they work on and make decisions about before moving on to the next part.

Problem solving skills
Analysis or issue case Focuses on answering questions and analyzing the situation presented. This can include “retrospective” cases that tell a story and its outcomes and have students analyze what happened and why alternative solutions were not taken. Analysis skills

For a more complete list, see Case Types & Teaching Methods: A Classification Scheme from the National Center for Case Study Teaching in Science.

Back to Top

Case Method Teaching and Learning at Columbia

The case method is actively used in classrooms across Columbia, at the Morningside campus in the School of International and Public Affairs (SIPA), the School of Business, Arts and Sciences, among others, and at Columbia University Irving Medical campus.

Faculty Spotlight:

Professor Mary Ann Price on Using Case Study Method to Place Pre-Med Students in Real-Life Scenarios

Read more  

Professor De Pinho on Using the Case Method in the Mailman Core

Case method teaching has been found to improve student learning, to increase students’ perception of learning gains, and to meet learning objectives 8 9 . Faculty have noted the instructional benefits of cases including greater student engagement in their learning 10 , deeper student understanding of concepts, stronger critical thinking skills, and an ability to make connections across content areas and view an issue from multiple perspectives 11 . 

Through case-based learning, students are the ones asking questions about the case, doing the problem-solving, interacting with and learning from their peers, “unpacking” the case, analyzing the case, and summarizing the case. They learn how to work with limited information and ambiguity, think in professional or disciplinary ways, and ask themselves “what would I do if I were in this specific situation?”

The case method bridges theory to practice, and promotes the development of skills including: communication, active listening, critical thinking, decision-making, and metacognitive skills 12 , as students apply course content knowledge, reflect on what they know and their approach to analyzing, and make sense of a case. 

Though the case method has historical roots as an instructor-centered approach that uses the Socratic dialogue and cold-calling, it is possible to take a more learner-centered approach in which students take on roles and tasks traditionally left to the instructor. 

Cases are often used as “vehicles for classroom discussion” 13 . Students should be encouraged to take ownership of their learning from a case. Discussion-based approaches engage students in thinking and communicating about a case. Instructors can set up a case activity in which students are the ones doing the work of “asking questions, summarizing content, generating hypotheses, proposing theories, or offering critical analyses” 14 . 

The role of the instructor is to share a case or ask students to share or create a case to use in class, set expectations, provide instructions, and assign students roles in the discussion. Student roles in a case discussion can include: 

  • discussion “starters” get the conversation started with a question or posing the questions that their peers came up with; 
  • facilitators listen actively, validate the contributions of peers, ask follow-up questions, draw connections, refocus the conversation as needed; 
  • recorders take-notes of the main points of the discussion, record on the board, upload to CourseWorks, or type and project on the screen; and 
  • discussion “wrappers” lead a summary of the main points of the discussion. 

Prior to the case discussion, instructors can model case analysis and the types of questions students should ask, co-create discussion guidelines with students, and ask for students to submit discussion questions. During the discussion, the instructor can keep time, intervene as necessary (however the students should be doing the talking), and pause the discussion for a debrief and to ask students to reflect on what and how they learned from the case activity. 

Note: case discussions can be enhanced using technology. Live discussions can occur via video-conferencing (e.g., using Zoom ) or asynchronous discussions can occur using the Discussions tool in CourseWorks (Canvas) .

Table 2 includes a few interactive case method approaches. Regardless of the approach selected, it is important to create a learning environment in which students feel comfortable participating in a case activity and learning from one another. See below for tips on supporting student in how to learn from a case in the “getting started” section and how to create a supportive learning environment in the Guide for Inclusive Teaching at Columbia . 

Table 2. Strategies for Engaging Students in Case-Based Learning

Strategy Role of the Instructor

Debate or Trial

Develop critical thinking skills and encourage students to challenge their existing assumptions.

Structure (with guidelines) and facilitate a debate between two diametrically opposed views. Keep time and ask students to reflect on their experience.

Prepare to argue either side. Work in teams to develop and present arguments, and debrief the debate.

Work in teams and prepare an argument for conflicting sides of an issue.

Role play or Public Hearing

Understand diverse points of view, promote creative thinking, and develop empathy. Structure the role-play and facilitate the debrief. At the close of the activity, ask students to reflect on what they learned. Play a role found in a case, understand the points of view of stakeholders involved. Describe the points of view of every stakeholder involved.
Jigsaw Promote peer-to-peer learning, and get students to own their learning. Form student groups, assign each group a piece of the case to study.  Form new groups with an “expert” for each previous group. Facilitate a debrief. Be responsible for learning and then teaching case material to peers. Develop expertise for part of the problem. Facilitate case method materials for their peers.
“Clicker case”   / (ARS) Gauge your students’ learning; get all students to respond to questions, and launch or enhance a case discussion. Instructor presents a case in stages, punctuated with questions in Poll Everywhere that students respond to using a mobile device.  Respond to questions using a mobile device. Reflect on why they responded the way they did and discuss with peers seated next to them. Articulate their understanding of a case components.

Approaches to case teaching should be informed by course learning objectives, and can be adapted for small, large, hybrid, and online classes. Instructional technology can be used in various ways to deliver, facilitate, and assess the case method. For instance, an online module can be created in CourseWorks (Canvas) to structure the delivery of the case, allow students to work at their own pace, engage all learners, even those reluctant to speak up in class, and assess understanding of a case and student learning. Modules can include text, embedded media (e.g., using Panopto or Mediathread ) curated by the instructor, online discussion, and assessments. Students can be asked to read a case and/or watch a short video, respond to quiz questions and receive immediate feedback, post questions to a discussion, and share resources. 

For more information about options for incorporating educational technology to your course, please contact your Learning Designer .

To ensure that students are learning from the case approach, ask them to pause and reflect on what and how they learned from the case. Time to reflect  builds your students’ metacognition, and when these reflections are collected they provides you with insights about the effectiveness of your approach in promoting student learning.

Well designed case-based learning experiences: 1) motivate student involvement, 2) have students doing the work, 3) help students develop knowledge and skills, and 4) have students learning from each other.  

Designing a case-based learning experience should center around the learning objectives for a course. The following points focus on intentional design. 

Identify learning objectives, determine scope, and anticipate challenges. 

  • Why use the case method in your course? How will it promote student learning differently than other approaches? 
  • What are the learning objectives that need to be met by the case method? What knowledge should students apply and skills should they practice? 
  • What is the scope of the case? (a brief activity in a single class session to a semester-long case-based course; if new to case method, start small with a single case). 
  • What challenges do you anticipate (e.g., student preparation and prior experiences with case learning, discomfort with discussion, peer-to-peer learning, managing discussion) and how will you plan for these in your design? 
  • If you are asking students to use transferable skills for the case method (e.g., teamwork, digital literacy) make them explicit. 

Determine how you will know if the learning objectives were met and develop a plan for evaluating the effectiveness of the case method to inform future case teaching. 

  • What assessments and criteria will you use to evaluate student work or participation in case discussion? 
  • How will you evaluate the effectiveness of the case method? What feedback will you collect from students? 
  • How might you leverage technology for assessment purposes? For example, could you quiz students about the case online before class, accept assignment submissions online, use audience response systems (e.g., PollEverywhere) for formative assessment during class? 

Select an existing case, create your own, or encourage students to bring course-relevant cases, and prepare for its delivery

  • Where will the case method fit into the course learning sequence? 
  • Is the case at the appropriate level of complexity? Is it inclusive, culturally relevant, and relatable to students? 
  • What materials and preparation will be needed to present the case to students? (e.g., readings, audiovisual materials, set up a module in CourseWorks). 

Plan for the case discussion and an active role for students

  • What will your role be in facilitating case-based learning? How will you model case analysis for your students? (e.g., present a short case and demo your approach and the process of case learning) (Davis, 2009). 
  • What discussion guidelines will you use that include your students’ input? 
  • How will you encourage students to ask and answer questions, summarize their work, take notes, and debrief the case? 
  • If students will be working in groups, how will groups form? What size will the groups be? What instructions will they be given? How will you ensure that everyone participates? What will they need to submit? Can technology be leveraged for any of these areas? 
  • Have you considered students of varied cognitive and physical abilities and how they might participate in the activities/discussions, including those that involve technology? 

Student preparation and expectations

  • How will you communicate about the case method approach to your students? When will you articulate the purpose of case-based learning and expectations of student engagement? What information about case-based learning and expectations will be included in the syllabus?
  • What preparation and/or assignment(s) will students complete in order to learn from the case? (e.g., read the case prior to class, watch a case video prior to class, post to a CourseWorks discussion, submit a brief memo, complete a short writing assignment to check students’ understanding of a case, take on a specific role, prepare to present a critique during in-class discussion).

Andersen, E. and Schiano, B. (2014). Teaching with Cases: A Practical Guide . Harvard Business Press. 

Bonney, K. M. (2015). Case Study Teaching Method Improves Student Performance and Perceptions of Learning Gains†. Journal of Microbiology & Biology Education , 16 (1), 21–28. https://doi.org/10.1128/jmbe.v16i1.846

Davis, B.G. (2009). Chapter 24: Case Studies. In Tools for Teaching. Second Edition. Jossey-Bass. 

Garvin, D.A. (2003). Making the Case: Professional Education for the world of practice. Harvard Magazine. September-October 2003, Volume 106, Number 1, 56-107.

Golich, V.L. (2000). The ABCs of Case Teaching. International Studies Perspectives. 1, 11-29. 

Golich, V.L.; Boyer, M; Franko, P.; and Lamy, S. (2000). The ABCs of Case Teaching. Pew Case Studies in International Affairs. Institute for the Study of Diplomacy. 

Heath, J. (2015). Teaching & Writing Cases: A Practical Guide. The Case Center, UK. 

Herreid, C.F. (2011). Case Study Teaching. New Directions for Teaching and Learning. No. 128, Winder 2011, 31 – 40. 

Herreid, C.F. (2007). Start with a Story: The Case Study Method of Teaching College Science . National Science Teachers Association. Available as an ebook through Columbia Libraries. 

Herreid, C.F. (2006). “Clicker” Cases: Introducing Case Study Teaching Into Large Classrooms. Journal of College Science Teaching. Oct 2006, 36(2). https://search.proquest.com/docview/200323718?pq-origsite=gscholar  

Krain, M. (2016). Putting the Learning in Case Learning? The Effects of Case-Based Approaches on Student Knowledge, Attitudes, and Engagement. Journal on Excellence in College Teaching. 27(2), 131-153. 

Lundberg, K.O. (Ed.). (2011). Our Digital Future: Boardrooms and Newsrooms. Knight Case Studies Initiative. 

Popil, I. (2011). Promotion of critical thinking by using case studies as teaching method. Nurse Education Today, 31(2), 204–207. https://doi.org/10.1016/j.nedt.2010.06.002

Schiano, B. and Andersen, E. (2017). Teaching with Cases Online . Harvard Business Publishing. 

Thistlethwaite, JE; Davies, D.; Ekeocha, S.; Kidd, J.M.; MacDougall, C.; Matthews, P.; Purkis, J.; Clay D. (2012). The effectiveness of case-based learning in health professional education: A BEME systematic review . Medical Teacher. 2012; 34(6): e421-44. 

Yadav, A.; Lundeberg, M.; DeSchryver, M.; Dirkin, K.; Schiller, N.A.; Maier, K. and Herreid, C.F. (2007). Teaching Science with Case Studies: A National Survey of Faculty Perceptions of the Benefits and Challenges of Using Cases. Journal of College Science Teaching; Sept/Oct 2007; 37(1). 

Weimer, M. (2013). Learner-Centered Teaching: Five Key Changes to Practice. Second Edition. Jossey-Bass.

Additional resources 

Teaching with Cases , Harvard Kennedy School of Government. 

Features “what is a teaching case?” video that defines a teaching case, and provides documents to help students prepare for case learning, Common case teaching challenges and solutions, tips for teaching with cases. 

Promoting excellence and innovation in case method teaching: Teaching by the Case Method , Christensen Center for Teaching & Learning. Harvard Business School. 

National Center for Case Study Teaching in Science . University of Buffalo. 

A collection of peer-reviewed STEM cases to teach scientific concepts and content, promote process skills and critical thinking. The Center welcomes case submissions. Case classification scheme of case types and teaching methods:

  • Different types of cases: analysis case, dilemma/decision case, directed case, interrupted case, clicker case, a flipped case, a laboratory case. 
  • Different types of teaching methods: problem-based learning, discussion, debate, intimate debate, public hearing, trial, jigsaw, role-play. 

Columbia Resources

Resources available to support your use of case method: The University hosts a number of case collections including: the Case Consortium (a collection of free cases in the fields of journalism, public policy, public health, and other disciplines that include teaching and learning resources; SIPA’s Picker Case Collection (audiovisual case studies on public sector innovation, filmed around the world and involving SIPA student teams in producing the cases); and Columbia Business School CaseWorks , which develops teaching cases and materials for use in Columbia Business School classrooms.

Center for Teaching and Learning

The Center for Teaching and Learning (CTL) offers a variety of programs and services for instructors at Columbia. The CTL can provide customized support as you plan to use the case method approach through implementation. Schedule a one-on-one consultation. 

Office of the Provost

The Hybrid Learning Course Redesign grant program from the Office of the Provost provides support for faculty who are developing innovative and technology-enhanced pedagogy and learning strategies in the classroom. In addition to funding, faculty awardees receive support from CTL staff as they redesign, deliver, and evaluate their hybrid courses.

The Start Small! Mini-Grant provides support to faculty who are interested in experimenting with one new pedagogical strategy or tool. Faculty awardees receive funds and CTL support for a one-semester period.

Explore our teaching resources.

  • Blended Learning
  • Contemplative Pedagogy
  • Inclusive Teaching Guide
  • FAQ for Teaching Assistants
  • Metacognition

CTL resources and technology for you.

  • Overview of all CTL Resources and Technology
  • The origins of this method can be traced to Harvard University where in 1870 the Law School began using cases to teach students how to think like lawyers using real court decisions. This was followed by the Business School in 1920 (Garvin, 2003). These professional schools recognized that lecture mode of instruction was insufficient to teach critical professional skills, and that active learning would better prepare learners for their professional lives. ↩
  • Golich, V.L. (2000). The ABCs of Case Teaching. International Studies Perspectives. 1, 11-29. ↩
  • Herreid, C.F. (2007). Start with a Story: The Case Study Method of Teaching College Science . National Science Teachers Association. Available as an ebook through Columbia Libraries. ↩
  • Davis, B.G. (2009). Chapter 24: Case Studies. In Tools for Teaching. Second Edition. Jossey-Bass. ↩
  • Andersen, E. and Schiano, B. (2014). Teaching with Cases: A Practical Guide . Harvard Business Press. ↩
  • Lundberg, K.O. (Ed.). (2011). Our Digital Future: Boardrooms and Newsrooms. Knight Case Studies Initiative. ↩
  • Heath, J. (2015). Teaching & Writing Cases: A Practical Guide. The Case Center, UK. ↩
  • Bonney, K. M. (2015). Case Study Teaching Method Improves Student Performance and Perceptions of Learning Gains†. Journal of Microbiology & Biology Education , 16 (1), 21–28. https://doi.org/10.1128/jmbe.v16i1.846 ↩
  • Krain, M. (2016). Putting the Learning in Case Learning? The Effects of Case-Based Approaches on Student Knowledge, Attitudes, and Engagement. Journal on Excellence in College Teaching. 27(2), 131-153. ↩
  • Thistlethwaite, JE; Davies, D.; Ekeocha, S.; Kidd, J.M.; MacDougall, C.; Matthews, P.; Purkis, J.; Clay D. (2012). The effectiveness of case-based learning in health professional education: A BEME systematic review . Medical Teacher. 2012; 34(6): e421-44. ↩
  • Yadav, A.; Lundeberg, M.; DeSchryver, M.; Dirkin, K.; Schiller, N.A.; Maier, K. and Herreid, C.F. (2007). Teaching Science with Case Studies: A National Survey of Faculty Perceptions of the Benefits and Challenges of Using Cases. Journal of College Science Teaching; Sept/Oct 2007; 37(1). ↩
  • Popil, I. (2011). Promotion of critical thinking by using case studies as teaching method. Nurse Education Today, 31(2), 204–207. https://doi.org/10.1016/j.nedt.2010.06.002 ↩
  • Weimer, M. (2013). Learner-Centered Teaching: Five Key Changes to Practice. Second Edition. Jossey-Bass. ↩
  • Herreid, C.F. (2006). “Clicker” Cases: Introducing Case Study Teaching Into Large Classrooms. Journal of College Science Teaching. Oct 2006, 36(2). https://search.proquest.com/docview/200323718?pq-origsite=gscholar ↩

This website uses cookies to identify users, improve the user experience and requires cookies to work. By continuing to use this website, you consent to Columbia University's use of cookies and similar technologies, in accordance with the Columbia University Website Cookie Notice .

Using Case Studies to Teach

case study teaching approach

Why Use Cases?

Many students are more inductive than deductive reasoners, which means that they learn better from examples than from logical development starting with basic principles. The use of case studies can therefore be a very effective classroom technique.

Case studies are have long been used in business schools, law schools, medical schools and the social sciences, but they can be used in any discipline when instructors want students to explore how what they have learned applies to real world situations. Cases come in many formats, from a simple “What would you do in this situation?” question to a detailed description of a situation with accompanying data to analyze. Whether to use a simple scenario-type case or a complex detailed one depends on your course objectives.

Most case assignments require students to answer an open-ended question or develop a solution to an open-ended problem with multiple potential solutions. Requirements can range from a one-paragraph answer to a fully developed group action plan, proposal or decision.

Common Case Elements

Most “full-blown” cases have these common elements:

  • A decision-maker who is grappling with some question or problem that needs to be solved.
  • A description of the problem’s context (a law, an industry, a family).
  • Supporting data, which can range from data tables to links to URLs, quoted statements or testimony, supporting documents, images, video, or audio.

Case assignments can be done individually or in teams so that the students can brainstorm solutions and share the work load.

The following discussion of this topic incorporates material presented by Robb Dixon of the School of Management and Rob Schadt of the School of Public Health at CEIT workshops. Professor Dixon also provided some written comments that the discussion incorporates.

Advantages to the use of case studies in class

A major advantage of teaching with case studies is that the students are actively engaged in figuring out the principles by abstracting from the examples. This develops their skills in:

  • Problem solving
  • Analytical tools, quantitative and/or qualitative, depending on the case
  • Decision making in complex situations
  • Coping with ambiguities

Guidelines for using case studies in class

In the most straightforward application, the presentation of the case study establishes a framework for analysis. It is helpful if the statement of the case provides enough information for the students to figure out solutions and then to identify how to apply those solutions in other similar situations. Instructors may choose to use several cases so that students can identify both the similarities and differences among the cases.

Depending on the course objectives, the instructor may encourage students to follow a systematic approach to their analysis.  For example:

  • What is the issue?
  • What is the goal of the analysis?
  • What is the context of the problem?
  • What key facts should be considered?
  • What alternatives are available to the decision-maker?
  • What would you recommend — and why?

An innovative approach to case analysis might be to have students  role-play the part of the people involved in the case. This not only actively engages students, but forces them to really understand the perspectives of the case characters. Videos or even field trips showing the venue in which the case is situated can help students to visualize the situation that they need to analyze.

Accompanying Readings

Case studies can be especially effective if they are paired with a reading assignment that introduces or explains a concept or analytical method that applies to the case. The amount of emphasis placed on the use of the reading during the case discussion depends on the complexity of the concept or method. If it is straightforward, the focus of the discussion can be placed on the use of the analytical results. If the method is more complex, the instructor may need to walk students through its application and the interpretation of the results.

Leading the Case Discussion and Evaluating Performance

Decision cases are more interesting than descriptive ones. In order to start the discussion in class, the instructor can start with an easy, noncontroversial question that all the students should be able to answer readily. However, some of the best case discussions start by forcing the students to take a stand. Some instructors will ask a student to do a formal “open” of the case, outlining his or her entire analysis.  Others may choose to guide discussion with questions that move students from problem identification to solutions.  A skilled instructor steers questions and discussion to keep the class on track and moving at a reasonable pace.

In order to motivate the students to complete the assignment before class as well as to stimulate attentiveness during the class, the instructor should grade the participation—quantity and especially quality—during the discussion of the case. This might be a simple check, check-plus, check-minus or zero. The instructor should involve as many students as possible. In order to engage all the students, the instructor can divide them into groups, give each group several minutes to discuss how to answer a question related to the case, and then ask a randomly selected person in each group to present the group’s answer and reasoning. Random selection can be accomplished through rolling of dice, shuffled index cards, each with one student’s name, a spinning wheel, etc.

Tips on the Penn State U. website: https://sites.psu.edu/pedagogicalpractices/case-studies/

If you are interested in using this technique in a science course, there is a good website on use of case studies in the sciences at the National Science Teaching Association.

  • --> Login or Sign Up

Harvard Law School  The Case Studies

The Case Study Teaching Method

It is easy to get confused between the case study method and the case method , particularly as it applies to legal education. The case method in legal education was invented by Christopher Columbus Langdell, Dean of Harvard Law School from 1870 to 1895. Langdell conceived of a way to systematize and simplify legal education by focusing on previous case law that furthered principles or doctrines. To that end, Langdell wrote the first casebook, entitled A Selection of Cases on the Law of Contracts , a collection of settled cases that would illuminate the current state of contract law. Students read the cases and came prepared to analyze them during Socratic question-and-answer sessions in class.

The Harvard Business School case study approach grew out of the Langdellian method. But instead of using established case law, business professors chose real-life examples from the business world to highlight and analyze business principles. HBS-style case studies typically consist of a short narrative (less than 25 pages), told from the point of view of a manager or business leader embroiled in a dilemma. Case studies provide readers with an overview of the main issue; background on the institution, industry, and individuals involved; and the events that led to the problem or decision at hand. Cases are based on interviews or public sources; sometimes, case studies are disguised versions of actual events or composites based on the faculty authors’ experience and knowledge of the subject. Cases are used to illustrate a particular set of learning objectives; as in real life, rarely are there precise answers to the dilemma at hand.

 

Our suite of free materials offers a great introduction to the case study method. We also offer review copies of our products free of charge to educators and staff at degree-granting institutions.

For more information on the case study teaching method, see:

  • Martha Minow and Todd Rakoff: A Case for Another Case Method
  • HLS Case Studies Blog: Legal Education’s 9 Big Ideas
  • Teaching Units: Problem Solving , Advanced Problem Solving , Skills , Decision Making and Leadership , Professional Development for Law Firms , Professional Development for In-House Counsel
  • Educator Community: Tips for Teachers

Watch this informative video about the Problem-Solving Workshop:

<< Previous: About Harvard Law School Case Studies | Next: Downloading Case Studies >>

What the Case Study Method Really Teaches

by Nitin Nohria

case study teaching approach

Summary .   

It’s been 100 years since Harvard Business School began using the case study method. Beyond teaching specific subject matter, the case study method excels in instilling meta-skills in students. This article explains the importance of seven such skills: preparation, discernment, bias recognition, judgement, collaboration, curiosity, and self-confidence.

During my decade as dean of Harvard Business School, I spent hundreds of hours talking with our alumni. To enliven these conversations, I relied on a favorite question: “What was the most important thing you learned from your time in our MBA program?”

Partner Center

  • Utility Menu

University Logo

GA4 Tracking Code

Home

fa51e2b1dc8cca8f7467da564e77b5ea

  • Make a Gift
  • Join Our Email List
  • Teaching with Cases

At professional schools (like Harvard’s Law, Business, Education, or Medical Schools), courses often adopt the so-called "case method" of teaching , in which students are confronted with real-world problems or scenarios involving multiple stakeholders and competing priorities. Most of the cases which faculty use with their students are written by professionals who have expertise in researching and writing in that genre, and for good reason—writing a truly masterful case, one which can engage students in hours of debate and deliberation, takes a lot of time and effort. It can be effective, nevertheless, for you to try implementing some aspects of the case-teaching approach in your class. Among the benefits which accrue to using case studies are the following:

  • the fact that it gives your students the opportunity to "practice" a real-world application;
  • the fact that it compels them (and you!) to reconstruct all of the divergent and convergent perspectives which different parties might bring to the scenario;
  • the fact that it motivates your students to anticipate a wide range of possible responses which a reader might have; and
  • the fact that it invites your students to indulge in metacognition as they revisit the process by which they became more knowledgeable about the scenario.

Features of an Effective Teaching Case

Case Cards

While no two case studies will be exactly alike, here are some of those principles:

  • The case should illustrate what happens when a concept from the course could be, or has been, applied in the real world. Depending on the course, a “concept” might mean any one among a range of things, including an abstract principle, a theory, a tension, an issue, a method, an approach, or simply a way of thinking characteristic of an academic field. Whichever you choose, you should make sure to “ground” the case in a realistic setting early in the narrative, so that participants understand their role in the scenario.
  • The case materials should include enough factual content and context to allow students to explore multiple perspectives. In order for participants to feel that they are encountering a real-world application of the course material, and that they have some freedom and agency in terms of how they interpret it, they need to be able to see the issue or problem from more than one perspective. Moreover, those perspectives need to seem genuine, and to be sketched in enough detail to seem complex. (In fact, it’s not a bad idea to include some “extraneous” information about the stakeholders involved in the case, so that students have to filter out things that seem relevant or irrelevant to them.) Otherwise, participants may fall back on picking obvious “winners” and “losers” rather than seeking creative, negotiated solutions that satisfy multiple stakeholders.
  • The case materials should confront participants with a range of realistic constraints, hard choices, and authentic outcomes. If the case presumes that participants will all become omniscient, enjoy limitless resources, and succeed, they won’t learn as much about themselves as team-members and decision-makers as if they are forced to confront limitations, to make tough decisions about priorities, and to be prepared for unexpected results. These constraints and outcomes can be things which have been documented in real life, but they can also be things which the participants themselves surface in their deliberations.

Kay Merseth

  • The activity should include space to reflect upon the decision-making process and the lessons of the case. Writing a case offers an opportunity to engage in multiple layers of reflection. For you, as the case writer, it is an occasion to anticipate how you (if you were the instructor) might create scenarios that are aligned with, and likely to meet the learning objectives of, a given unit of your course. For the participants whom you imagine using your case down the road, the case ideally should help them (1) to understand their own hidden assumptions, priorities, values, and biases better; and (2) to close the gap between their classroom learning and its potential real-world applications.

For more information...

Kim, Sara et al. 2006. "A Conceptual Framework for Developing Teaching Cases: A Review and Synthesis of the Literature across Disciplines." Medical Education 40: 867–876.

Herreid, Clyde Freeman. 2011. "Case Study Teaching." New Directions for Teaching and Learning 128: 31–40.

Nohria, Nitin. 2021. "What the Case Study Method Really Teaches." Harvard Business Review .

Swiercz, Paul Michael. "SWIF Learning: A Guide to Student Written-Instructor Facilitated Case Writing."

  • Designing Your Course
  • A Teaching Timeline: From Pre-Term Planning to the Final Exam
  • The First Day of Class
  • Group Agreements
  • Classroom Debate
  • Flipped Classrooms
  • Leading Discussions
  • Polling & Clickers
  • Problem Solving in STEM
  • Engaged Scholarship
  • Devices in the Classroom
  • Beyond the Classroom
  • On Professionalism
  • Getting Feedback
  • Equitable & Inclusive Teaching
  • Artificial Intelligence
  • Advising and Mentoring
  • Teaching and Your Career
  • Teaching Remotely
  • Tools and Platforms
  • The Science of Learning
  • Bok Publications
  • Other Resources Around Campus
  • Our Mission

Making Learning Relevant With Case Studies

The open-ended problems presented in case studies give students work that feels connected to their lives.

Students working on projects in a classroom

To prepare students for jobs that haven’t been created yet, we need to teach them how to be great problem solvers so that they’ll be ready for anything. One way to do this is by teaching content and skills using real-world case studies, a learning model that’s focused on reflection during the problem-solving process. It’s similar to project-based learning, but PBL is more focused on students creating a product.

Case studies have been used for years by businesses, law and medical schools, physicians on rounds, and artists critiquing work. Like other forms of problem-based learning, case studies can be accessible for every age group, both in one subject and in interdisciplinary work.

You can get started with case studies by tackling relatable questions like these with your students:

  • How can we limit food waste in the cafeteria?
  • How can we get our school to recycle and compost waste? (Or, if you want to be more complex, how can our school reduce its carbon footprint?)
  • How can we improve school attendance?
  • How can we reduce the number of people who get sick at school during cold and flu season?

Addressing questions like these leads students to identify topics they need to learn more about. In researching the first question, for example, students may see that they need to research food chains and nutrition. Students often ask, reasonably, why they need to learn something, or when they’ll use their knowledge in the future. Learning is most successful for students when the content and skills they’re studying are relevant, and case studies offer one way to create that sense of relevance.

Teaching With Case Studies

Ultimately, a case study is simply an interesting problem with many correct answers. What does case study work look like in classrooms? Teachers generally start by having students read the case or watch a video that summarizes the case. Students then work in small groups or individually to solve the case study. Teachers set milestones defining what students should accomplish to help them manage their time.

During the case study learning process, student assessment of learning should be focused on reflection. Arthur L. Costa and Bena Kallick’s Learning and Leading With Habits of Mind gives several examples of what this reflection can look like in a classroom: 

Journaling: At the end of each work period, have students write an entry summarizing what they worked on, what worked well, what didn’t, and why. Sentence starters and clear rubrics or guidelines will help students be successful. At the end of a case study project, as Costa and Kallick write, it’s helpful to have students “select significant learnings, envision how they could apply these learnings to future situations, and commit to an action plan to consciously modify their behaviors.”

Interviews: While working on a case study, students can interview each other about their progress and learning. Teachers can interview students individually or in small groups to assess their learning process and their progress.

Student discussion: Discussions can be unstructured—students can talk about what they worked on that day in a think-pair-share or as a full class—or structured, using Socratic seminars or fishbowl discussions. If your class is tackling a case study in small groups, create a second set of small groups with a representative from each of the case study groups so that the groups can share their learning.

4 Tips for Setting Up a Case Study

1. Identify a problem to investigate: This should be something accessible and relevant to students’ lives. The problem should also be challenging and complex enough to yield multiple solutions with many layers.

2. Give context: Think of this step as a movie preview or book summary. Hook the learners to help them understand just enough about the problem to want to learn more.

3. Have a clear rubric: Giving structure to your definition of quality group work and products will lead to stronger end products. You may be able to have your learners help build these definitions.

4. Provide structures for presenting solutions: The amount of scaffolding you build in depends on your students’ skill level and development. A case study product can be something like several pieces of evidence of students collaborating to solve the case study, and ultimately presenting their solution with a detailed slide deck or an essay—you can scaffold this by providing specified headings for the sections of the essay.

Problem-Based Teaching Resources

There are many high-quality, peer-reviewed resources that are open source and easily accessible online.

  • The National Center for Case Study Teaching in Science at the University at Buffalo built an online collection of more than 800 cases that cover topics ranging from biochemistry to economics. There are resources for middle and high school students.
  • Models of Excellence , a project maintained by EL Education and the Harvard Graduate School of Education, has examples of great problem- and project-based tasks—and corresponding exemplary student work—for grades pre-K to 12.
  • The Interdisciplinary Journal of Problem-Based Learning at Purdue University is an open-source journal that publishes examples of problem-based learning in K–12 and post-secondary classrooms.
  • The Tech Edvocate has a list of websites and tools related to problem-based learning.

In their book Problems as Possibilities , Linda Torp and Sara Sage write that at the elementary school level, students particularly appreciate how they feel that they are taken seriously when solving case studies. At the middle school level, “researchers stress the importance of relating middle school curriculum to issues of student concern and interest.” And high schoolers, they write, find the case study method “beneficial in preparing them for their future.”

  • Utility Menu

University Logo

harvardchan_logo.png

school logo

Harvard T.H. Chan School of Public Health Case-Based Teaching & Learning Initiative

Teaching cases & active learning resources for public health education, teaching & learning with the case method.

2023. Case Compendium, University of California Berkeley Haas School of Business Center for Equity, Gender & Leadership . Visit website This resource, compiled by the Berkeley Haas Center for Equity, Gender & Leadership, is "a case compendium that includes: (a) case studies with diverse protagonists, and (b) case studies that build “equity fluency” by focusing on DEI-related issues and opportunities. The goal of the compendium is to support professors at Haas, and business schools globally, to identify cases they can use in their own classrooms, and ultimately contribute to advancing DEI in education and business."

Kane, N.M. , 2014. Benefits of Case-Based Teaching . Watch video Watch a demonstration of Prof. Nancy Kane teaching public health with the case method. (Part 3 of 3, 3 minutes)

Kane, N.M. , 2014. Case teaching demonstration: Should a health plan cover medical tourism? . Watch video Watch a demonstration of Prof. Nancy Kane teaching public health with the case method. (Part 2 of 3, 17 minutes)

Kane, N.M. , 2014. Case-based teaching at the Harvard T.H. Chan School of Public Health . Watch video Watch a demonstration of Prof. Nancy Kane teaching public health with the case method. (Part 1 of 3, 10 minutes)

2019. The Case Centre . Visit website A non-profit clearing house for materials on the case method, the Case Centre holds a large and diverse collection of cases, articles, book chapters and teaching materials, including the collections of leading business schools across the globe.

Austin, S.B. & Sonneville, K.R. , 2013. Closing the "know-do" gap: training public health professionals in eating disorders prevention via case-method teaching. International Journal of Eating Disorders , 46 (5) , pp. 533-537. Read online Abstract Expansion of our societies' capacity to prevent eating disorders will require strategic integration of the topic into the curricula of professional training programs. An ideal way to integrate new content into educational programs is through the case-method approach, a teaching method that is more effective than traditional teaching techniques. The Strategic Training Initiative for the Prevention of Eating Disorders has begun developing cases designed to be used in classroom settings to engage students in topical, high-impact issues in public health approaches to eating disorders prevention and screening. Dissemination of these cases will provide an opportunity for students in public health training programs to learn material in a meaningful context by actively applying skills as they are learning them, helping to bridge the "know-do" gap. The new curriculum is an important step toward realizing the goal that public health practitioners be fully equipped to address the challenge of eating disorders prevention. "Expansion of our societies' capacity to prevent eating disorders will require strategic integration of the topic into the curricula of professional training programs. An ideal way to integrate new content into educational programs is through the case-method approach, a teaching method that is more effective than traditional teaching techniques." Access full article with HarvardKey . 

Ellet, W. , 2018. The Case Study Handbook, Revised Edition: A Student's Guide , Harvard Business School Publishing. Publisher's Version "If you're like many people, you may find interpreting and writing about cases mystifying and time-consuming. In The Case Study Handbook, Revised Edition , William Ellet presents a potent new approach for efficiently analyzing, discussing, and writing about cases."

Andersen, E. & Schiano, B. , 2014. Teaching with Cases: A Practical Guide , Harvard Business School Publishing. Publisher's Version "The class discussion inherent in case teaching is well known for stimulating the development of students' critical thinking skills, yet instructors often need guidance on managing that class discussion to maximize learning. Teaching with Cases focuses on practical advice for instructors that can be easily implemented. It covers how to plan a course, how to teach it, and how to evaluate it." 

Honan, J. & Sternman Rule, C. , 2002. Case Method Instruction Versus Lecture-Based Instruction R. Reis, ed. Tomorrow's Professor . Read online "Faculty and discussion leaders who incorporate the case study method into their teaching offer various reasons for their enthusiasm for this type of pedagogy over more traditional, such as lecture-based, instructional methods and routes to learning." Exerpt from the book Using Cases in Higher Education: A Guide for Faculty and Administrators , by James P. Honan and Cheryl Sternman Rule.

Austin, J. , 1993. Teaching Notes: Communicating the Teacher's Wisdom , Harvard Business School Publishing. Publisher's Version "Provides guidance for the preparation of teaching notes. Sets forth the rationale for teaching notes, what they should contain and why, and how they can be prepared. Based on the experiences of Harvard Business School faculty."

Abell, D. , 1997. What makes a good case? . ECCHO–The Newsletter of the European Case Clearing House , 17 (1) , pp. 4-7. Read online "Case writing is both art and science. There are few, if any, specific prescriptions or recipes, but there are key ingredients that appear to distinguish excellent cases from the run-of-the-mill. This technical note lists ten ingredients to look for if you are teaching somebody else''s case - and to look out for if you are writing it yourself."

Herreid, C.F. , 2001. Don't! What not to do when teaching cases. Journal of College Science Teaching , 30 (5) , pp. 292. Read online "Be warned, I am about to unleash a baker’s dozen of 'don’ts' for aspiring case teachers willing to try running a classroom discussion armed with only a couple of pages of a story and a lot of chutzpah."

Garvin, D.A. , 2003. Making the case: Professional education for the world of practice . Harvard Magazine , 106 (1) , pp. 56-65. Read online A history and overview of the case-method in professional schools, which all “face the same difficult challenge: how to prepare students for the world of practice. Time in the classroom must somehow translate directly into real-world activity: how to diagnose, decide, and act."

  • Writing a case (8)
  • Writing a teaching note (4)
  • Active learning (12)
  • Active listening (1)
  • Asking effective questions (5)
  • Assessing learning (1)
  • Engaging students (5)
  • Leading discussion (10)
  • Managing the classroom (4)
  • Planning a course (1)
  • Problem-based learning (1)
  • Teaching & learning with the case method (14)
  • Teaching inclusively (3)
  • Harvard Business School →
  • Case Method Project →

Case Method Teaching

  • Teacher Workshops
  • Student Experience
  • Case Method Teaching →

What is the Case Method?

The core pedagogy of Harvard Business School since the early 20th century, the case method boasts a unique ability to make complex concepts accessible and develop students’ leadership skills, all while creating an engaging intellectual atmosphere.

A “case” is a short narrative document – a story – that presents a particular challenge facing an individual or organization. Each case reflects the information available to decision-makers at the time, and builds to a particular decision point, but without revealing what decision was actually made. For each class, students are asked to read the case and to put themselves in the shoes of the actual decision-makers to consider what they themselves would have done given the information available at the time.

To help situate the decision, each case also provides background history on the most relevant issues and events leading up to the decision point. For example, a case that focuses on a decision facing Martin Luther King Jr. during the campaign for black voting rights in 1965 also traces the broader civil rights movement, as well as the history of segregation and black disenfranchisement in the U.S. since the Civil War.

In the classroom, the instructor poses questions to guide student discussion. These carefully designed questions are the key to any successful case-method course. An experienced case-method teacher is often thinking several steps ahead, anticipating what points and questions might be raised and standing ready with follow-up questions to guide the group. Active participation in class is essential to the case method’s success, and the grading metrics reflect its importance. Students quickly learn to speak up, to challenge each other, and to build on each other’s ideas.

Any professor or teacher can teach by the case method. Content expertise beyond the case itself is helpful but not required. To assist both experienced and new case-method teachers, each case has its own teaching plan: a flexible road-map for the instructor that suggests specific questions, strategies for eliciting key insights, and ideas for organizing student responses visually on a blackboard. For some cases, more extensive supporting documents known as “teaching notes” are available to fully brief the instructor on the relevant history and the multiple levels of questions he or she might consider.

“ I’ve never had this experience as a teacher before, and it's explicitly due to the case method — it's a game changer. ”

case study teaching approach

teaching_learning_banner

  • Accessible Document Design Fundamentals
  • Word Accessibility Guide
  • PowerPoint Accessibility Guide
  • PDF Accessibility Guide
  • Excel Accessibility Guide
  • Basic HTML Accessibility Guide
  • Accessible Course Design Guide
  • Multimedia Accessibility Guides
  • TA Resources
  • Teaching Consultation
  • Teaching Portfolio Program
  • Grad Academy for College Teaching
  • Faculty Events
  • The Art of Teaching
  • 2022 Illinois Summer Teaching Institute
  • Large Classes
  • Leading Discussions
  • Laboratory Classes
  • Lecture-Based Classes
  • Planning a Class Session
  • Questioning Strategies
  • Classroom Assessment Techniques (CATs)
  • Problem-Based Learning (PBL)
  • The Case Method
  • Community-Based Learning: Service Learning
  • Group Learning
  • Just-in-Time Teaching
  • Creating a Syllabus
  • Motivating Students
  • Dealing With Cheating
  • Discouraging & Detecting Plagiarism
  • Diversity & Creating an Inclusive Classroom
  • Harassment & Discrimination
  • Professional Conduct
  • Teaching Tips
  • Graduate Teacher Certificate
  • Certificate in Foundations of Teaching
  • Teacher Scholar Certificate
  • Certificate in Technology-Enhanced Teaching
  • Master Course in Online Teaching (MCOT)
  • 2022 Celebration of College Teaching
  • 2023 Celebration of College Teaching
  • Hybrid Teaching and Learning Certificate
  • 2024 Celebration of College Teaching
  • Classroom Observation Etiquette
  • Teaching Philosophy Statement
  • Pedagogical Literature Review
  • Scholarship of Teaching and Learning
  • Instructor Stories
  • Podcast: Teach Talk Listen Learn
  • Universal Design for Learning
  • Teaching During an Election Year
  • Creating an Engaging Classroom Experience
  • Building Effective Classroom Discussions
  • Navigating Disruptive Behavior
  • Supporting the Needs of Neurodivergent Students
  • Foundations of Good Teaching
  • Student Engagement
  • Assessment Strategies
  • Course Design
  • Student Resources

Sign-Up to receive Teaching and Learning news and events

Cases are narratives, situations, select data samplings, or statements that present unresolved and provocative issues, situations, or questions (Indiana University Teaching Handbook, 2005). The case method is a participatory, discussion-based way of learning where students gain skills in critical thinking, communication, and group dynamics. It is a type of problem-based learning . Often seen in the professional schools of medicine, law, and business, the case method is now used successfully in disciplines such as engineering, chemistry, education, and journalism. Students can work through a case during class as a whole or in small groups.

In addition to the definition above, the case method of teaching (or learning):

  • Is a partnership between students and teacher as well as among students.
  • Promotes more effective contextual learning and long-term retention.
  • Involves trust that students will find the answers.
  • Answers questions not only of “how” but “why.”
  • Provides students the opportunity to “walk around the problem” and to see varied perspectives.

(Bruner, 2002, and Christensen, Garvin, and Sweet, 1991)

What is the value of the case method?

Bruner (1991) states that the case method:

  • Is effective: It employs active learning, involves self-discovery where the teacher serves as facilitator.
  • Builds the capacity for critical thinking: It uses questioning skills as modeled by the teacher and employs discussion and debates.
  • Exercises an administrative point of view: Students must develop a framework for making decisions.
  • Models a learning environment: It offers an exchange and flow of ideas from one person to another and achieves trust, respect, and risk-taking.
  • Models the process of inductive learning-from-experience: It is valuable in promoting life-long learning. It also promotes more effective contextual learning and long-term retention.
  • Mimics the real world: Decisions are sometimes based not on absolute values of right and wrong, but on relative values and uncertainty.

What are some ways to use the case method appropriately?

Choose an appropriate case

Cases can be any of the following (Indiana University Teaching Handbook, 2005):

  • Finished cases based on facts; these are useful for purposes of analysis.
  • Unfinished open-ended cases; where the results are not clear yet, so the student must predict, make suggestions, and conclusions.
  • Fictional cases that the teacher writes; the difficulty is in writing these cases so they reflect a real-world situation.
  • Original documents, such as the use of news articles, reports, data sets, ethnographies; an interesting case would be to provide two sides of a scenario.

Develop effective questions

Think about ways to start the discussion such as using a hypothetical example or employing the background knowledge of your students.

Get students prepared

To prepare for the next class ask students to think about the following questions:

  • What is the problem or decision?
  • Who is the key decision-maker?
  • Who are the other people involved?
  • What caused the problem?
  • What are some underlying assumptions or objectives?
  • What decision needs to be made?
  • Are there alternative responses?

Set ground rules with your students

For effective class discussion suggest the following to your students:

  • Carefully listen to the discussion, but do not wait too long to participate.
  • Collaboration and respect should always be present.
  • Provide value-added comments, suggestions, or questions. Strive to think of the class objective by keeping the discussion going toward constructive inquiry and solutions.

Other suggestions

  • Try to refrain from being the “sage on the stage” or a monopolizer. If you are, students are merely absorbing and not engaging with the material in the way that the case method allows.
  • Make sure the students have finished presenting their perspective before interjecting. Wait and check their body language before adding or changing the discussion.
  • Take note of the progress and the content in the discussion. One way is by using the board or computer to structure the comments. Another way, particularly useful where there is a conflict or multiple alternatives, is the two-column method. In this method, the teacher makes two columns: “For and Against” or “Alternative A and Alternative B.” All arguments/comments are listed in the respective column before discussions or evaluations occur. Don't forget to note supportive evidence.
  • In addition to the discussion method, you can also try debates, role-plays, and simulations as ways to uncover the lesson from the case.
  • If you decide to grade participation, make sure that your grading system is an accurate and defensible portrayal of the contributions.

In conclusion, cases are a valuable way for learning to occur. It takes a fair amount of preparation by both the teacher and the students, but don't forget these benefits (Bruner, 2002):

  • The teacher is learning as well as the students. Because of the interactive nature of this method, the teacher constantly “encounters fresh perspective on old problems or tests classic solutions to new problems.”
  • The students are having fun, are motivated and engaged. If done well, the students are working collaboratively to support each other.

Where can I learn more?

  • Case Studies, Center for Teaching, Vanderbilt University
  • Case-based Teaching, Center for Research on Teaching and Learning, University of Michigan
  • Barnes, L. B., Christensen, C. R., & Hansen, A. J. (1994). Teaching and the case method (3rd ed.). Boston: Harvard Business School Press.
  • Boehrer, J., & Linsky, M. (1990). Teaching with cases: Learning to question. In M. D. Svinicki (Ed.), New Directions for Teaching and Learning: No. 42, The changing face of college teaching . San Francisco: Jossey-Bass.
  • Bruner, R. (2002). Socrates' muse: Reflections on effective case discussion leadership . New York: McGraw-Hill.
  • Christensen, C. R., Garvin, D. A., & Sweet, A. (Eds.). (1991). Education for judgment: The artistry of discussion leadership . Boston: Harvard Business School Press.
  • Indiana University, Bloomington, Campus Instructional Consulting. (n.d.). Teaching with the case method. In Indiana University Teaching Handbook . Retrieved June 23, 2010, from http://www.teaching.iub.edu/wrapper_big.php?section_id=case
  • Mitchell, T., & Rosenstiel, T. (2003). Background and tips for case study teaching . Retrieved June 23, 2010, from http://www.journalism.org/node/1757

Center for Innovation in Teaching & Learning

249 Armory Building 505 East Armory Avenue Champaign, IL 61820

217 333-1462

Email: [email protected]

Office of the Provost

Case Study Teaching and Learning

  • First Online: 09 July 2020

Cite this chapter

case study teaching approach

  • Riann Singh 2 &
  • Shalini Ramdeo 2  

2437 Accesses

This chapter is the first of three chapters that explore case studies in OD. This chapter presents the fundamentals of case method teaching and learning. It is important to understand such fundamentals before presenting OD cases to readers. In OD and other related fields, the case approach is widely used as a pedagogy for learning by making decisions on information about an issue or problem. Case method teaching and learning strategies attempt to bridge the gap between theoretical and practical applications in any field of study. The chapter also presents the reader with the basics of case method approaches, provides an explanation of its importance in OD, describes how students should approach case method learning, and outlines how they can approach case analysis and discussion.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Subscribe and save.

  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
  • Available as EPUB and PDF
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Similar content being viewed by others

case study teaching approach

Historical and Theoretical Foundations of Case-Based Learning: Situated Cognition and Collaborative Learning Theory

Research-based principles for case-based learning for teachers’ professional development.

case study teaching approach

The Role of Case Studies in Global Ethics Education

Burgoyne, J., and A. Mumford. 2001. Learning from the case method: A report to the European case. In Clearing house . Cranfield: ECCH.

Google Scholar  

McDade, S.A. 1995. Case study pedagogy to advance critical thinking. Teaching of Psychology 22 (1): 9–10.

Article   Google Scholar  

Geering, J. 2004. What is a case study and what is it good for? American Political Science Review 98 (2): 341–354.

———. 2001. Learning from the case method: A report to the European case. In Clearing house . Cranfield: ECCH.

Golich, V.L., M. Boyer, P. Franko, and S. Lamy. 2000. The ABCs of case teaching. Pew Case Studies in International Affairs .

Bloom, B.S. 1956. Taxonomy of educational objectives: The classification of educational goals . New York, NY: Longmans, Green.

Pun, Hubert. Ivey publishing case teaching and writing workshop 2018. The University of the West Indies-Arthur Lok Jack Global School of Business.

Further Readings

Download references

Author information

Authors and affiliations.

The University of the West Indies, St. Augustine Campus, Trinidad, Saint Kitts and Nevis

Riann Singh & Shalini Ramdeo

You can also search for this author in PubMed   Google Scholar

Corresponding author

Correspondence to Riann Singh .

Rights and permissions

Reprints and permissions

Copyright information

© 2020 The Author(s)

About this chapter

Singh, R., Ramdeo, S. (2020). Case Study Teaching and Learning. In: Leading Organizational Development and Change. Palgrave Macmillan, Cham. https://doi.org/10.1007/978-3-030-39123-2_21

Download citation

DOI : https://doi.org/10.1007/978-3-030-39123-2_21

Published : 09 July 2020

Publisher Name : Palgrave Macmillan, Cham

Print ISBN : 978-3-030-39122-5

Online ISBN : 978-3-030-39123-2

eBook Packages : Business and Management Business and Management (R0)

Share this chapter

Anyone you share the following link with will be able to read this content:

Sorry, a shareable link is not currently available for this article.

Provided by the Springer Nature SharedIt content-sharing initiative

  • Publish with us

Policies and ethics

  • Find a journal
  • Track your research

Search form

  • About Faculty Development and Support
  • Programs and Funding Opportunities

Consultations, Observations, and Services

  • Strategic Resources & Digital Publications
  • Canvas @ Yale Support
  • Learning Environments @ Yale
  • Teaching Workshops
  • Teaching Consultations and Classroom Observations
  • Teaching Programs
  • Spring Teaching Forum
  • Written and Oral Communication Workshops and Panels
  • Writing Resources & Tutorials
  • About the Graduate Writing Laboratory
  • Writing and Public Speaking Consultations
  • Writing Workshops and Panels
  • Writing Peer-Review Groups
  • Writing Retreats and All Writes
  • Online Writing Resources for Graduate Students
  • About Teaching Development for Graduate and Professional School Students
  • Teaching Programs and Grants
  • Teaching Forums
  • Resources for Graduate Student Teachers
  • About Undergraduate Writing and Tutoring
  • Academic Strategies Program
  • The Writing Center
  • STEM Tutoring & Programs
  • Humanities & Social Sciences
  • Center for Language Study
  • Online Course Catalog
  • Antiracist Pedagogy
  • NECQL 2019: NorthEast Consortium for Quantitative Literacy XXII Meeting
  • STEMinar Series
  • Teaching in Context: Troubling Times
  • Helmsley Postdoctoral Teaching Scholars
  • Pedagogical Partners
  • Instructional Materials
  • Evaluation & Research
  • STEM Education Job Opportunities
  • AI Guidance for Faculty and Students
  • Yale Connect
  • Online Education Legal Statements

You are here

Case-based learning.

Case-based learning (CBL) is an established approach used across disciplines where students apply their knowledge to real-world scenarios, promoting higher levels of cognition (see Bloom’s Taxonomy ). In CBL classrooms, students typically work in groups on case studies, stories involving one or more characters and/or scenarios.  The cases present a disciplinary problem or problems for which students devise solutions under the guidance of the instructor. CBL has a strong history of successful implementation in medical, law, and business schools, and is increasingly used within undergraduate education, particularly within pre-professional majors and the sciences (Herreid, 1994). This method involves guided inquiry and is grounded in constructivism whereby students form new meanings by interacting with their knowledge and the environment (Lee, 2012).

There are a number of benefits to using CBL in the classroom. In a review of the literature, Williams (2005) describes how CBL: utilizes collaborative learning, facilitates the integration of learning, develops students’ intrinsic and extrinsic motivation to learn, encourages learner self-reflection and critical reflection, allows for scientific inquiry, integrates knowledge and practice, and supports the development of a variety of learning skills.

CBL has several defining characteristics, including versatility, storytelling power, and efficient self-guided learning.  In a systematic analysis of 104 articles in health professions education, CBL was found to be utilized in courses with less than 50 to over 1000 students (Thistlethwaite et al., 2012). In these classrooms, group sizes ranged from 1 to 30, with most consisting of 2 to 15 students.  Instructors varied in the proportion of time they implemented CBL in the classroom, ranging from one case spanning two hours of classroom time, to year-long case-based courses. These findings demonstrate that instructors use CBL in a variety of ways in their classrooms.

The stories that comprise the framework of case studies are also a key component to CBL’s effectiveness. Jonassen and Hernandez-Serrano (2002, p.66) describe how storytelling:

Is a method of negotiating and renegotiating meanings that allows us to enter into other’s realms of meaning through messages they utter in their stories,

Helps us find our place in a culture,

Allows us to explicate and to interpret, and

Facilitates the attainment of vicarious experience by helping us to distinguish the positive models to emulate from the negative model.

Neurochemically, listening to stories can activate oxytocin, a hormone that increases one’s sensitivity to social cues, resulting in more empathy, generosity, compassion and trustworthiness (Zak, 2013; Kosfeld et al., 2005). The stories within case studies serve as a means by which learners form new understandings through characters and/or scenarios.

CBL is often described in conjunction or in comparison with problem-based learning (PBL). While the lines are often confusingly blurred within the literature, in the most conservative of definitions, the features distinguishing the two approaches include that PBL involves open rather than guided inquiry, is less structured, and the instructor plays a more passive role. In PBL multiple solutions to the problem may exit, but the problem is often initially not well-defined. PBL also has a stronger emphasis on developing self-directed learning. The choice between implementing CBL versus PBL is highly dependent on the goals and context of the instruction.  For example, in a comparison of PBL and CBL approaches during a curricular shift at two medical schools, students and faculty preferred CBL to PBL (Srinivasan et al., 2007). Students perceived CBL to be a more efficient process and more clinically applicable. However, in another context, PBL might be the favored approach.

In a review of the effectiveness of CBL in health profession education, Thistlethwaite et al. (2012), found several benefits:

Students enjoyed the method and thought it enhanced their learning,

Instructors liked how CBL engaged students in learning,

CBL seemed to facilitate small group learning, but the authors could not distinguish between whether it was the case itself or the small group learning that occurred as facilitated by the case.

Other studies have also reported on the effectiveness of CBL in achieving learning outcomes (Bonney, 2015; Breslin, 2008; Herreid, 2013; Krain, 2016). These findings suggest that CBL is a vehicle of engagement for instruction, and facilitates an environment whereby students can construct knowledge.

Science – Students are given a scenario to which they apply their basic science knowledge and problem-solving skills to help them solve the case. One example within the biological sciences is two brothers who have a family history of a genetic illness. They each have mutations within a particular sequence in their DNA. Students work through the case and draw conclusions about the biological impacts of these mutations using basic science. Sample cases: You are Not the Mother of Your Children ; Organic Chemisty and Your Cellphone: Organic Light-Emitting Diodes ;   A Light on Physics: F-Number and Exposure Time

Medicine – Medical or pre-health students read about a patient presenting with specific symptoms. Students decide which questions are important to ask the patient in their medical history, how long they have experienced such symptoms, etc. The case unfolds and students use clinical reasoning, propose relevant tests, develop a differential diagnoses and a plan of treatment. Sample cases: The Case of the Crying Baby: Surgical vs. Medical Management ; The Plan: Ethics and Physician Assisted Suicide ; The Haemophilus Vaccine: A Victory for Immunologic Engineering

Public Health – A case study describes a pandemic of a deadly infectious disease. Students work through the case to identify Patient Zero, the person who was the first to spread the disease, and how that individual became infected.  Sample cases: The Protective Parent ; The Elusive Tuberculosis Case: The CDC and Andrew Speaker ; Credible Voice: WHO-Beijing and the SARS Crisis

Law – A case study presents a legal dilemma for which students use problem solving to decide the best way to advise and defend a client. Students are presented information that changes during the case.  Sample cases: Mortgage Crisis Call (abstract) ; The Case of the Unpaid Interns (abstract) ; Police-Community Dialogue (abstract)

Business – Students work on a case study that presents the history of a business success or failure. They apply business principles learned in the classroom and assess why the venture was successful or not. Sample cases: SELCO-Determining a path forward ; Project Masiluleke: Texting and Testing to Fight HIV/AIDS in South Africa ; Mayo Clinic: Design Thinking in Healthcare

Humanities - Students consider a case that presents a theater facing financial and management difficulties. They apply business and theater principles learned in the classroom to the case, working together to create solutions for the theater. Sample cases: David Geffen School of Drama

Recommendations

Finding and Writing Cases

Consider utilizing or adapting open access cases - The availability of open resources and databases containing cases that instructors can download makes this approach even more accessible in the classroom. Two examples of open databases are the Case Center on Public Leadership and Harvard Kennedy School (HKS) Case Program , which focus on government, leadership and public policy case studies.

  • Consider writing original cases - In the event that an instructor is unable to find open access cases relevant to their course learning objectives, they may choose to write their own. See the following resources on case writing: Cooking with Betty Crocker: A Recipe for Case Writing ; The Way of Flesch: The Art of Writing Readable Cases ;   Twixt Fact and Fiction: A Case Writer’s Dilemma ; And All That Jazz: An Essay Extolling the Virtues of Writing Case Teaching Notes .

Implementing Cases

Take baby steps if new to CBL - While entire courses and curricula may involve case-based learning, instructors who desire to implement on a smaller-scale can integrate a single case into their class, and increase the number of cases utilized over time as desired.

Use cases in classes that are small, medium or large - Cases can be scaled to any course size. In large classes with stadium seating, students can work with peers nearby, while in small classes with more flexible seating arrangements, teams can move their chairs closer together. CBL can introduce more noise (and energy) in the classroom to which an instructor often quickly becomes accustomed. Further, students can be asked to work on cases outside of class, and wrap up discussion during the next class meeting.

Encourage collaborative work - Cases present an opportunity for students to work together to solve cases which the historical literature supports as beneficial to student learning (Bruffee, 1993). Allow students to work in groups to answer case questions.

Form diverse teams as feasible - When students work within diverse teams they can be exposed to a variety of perspectives that can help them solve the case. Depending on the context of the course, priorities, and the background information gathered about the students enrolled in the class, instructors may choose to organize student groups to allow for diversity in factors such as current course grades, gender, race/ethnicity, personality, among other items.  

Use stable teams as appropriate - If CBL is a large component of the course, a research-supported practice is to keep teams together long enough to go through the stages of group development: forming, storming, norming, performing and adjourning (Tuckman, 1965).

Walk around to guide groups - In CBL instructors serve as facilitators of student learning. Walking around allows the instructor to monitor student progress as well as identify and support any groups that may be struggling. Teaching assistants can also play a valuable role in supporting groups.

Interrupt strategically - Only every so often, for conversation in large group discussion of the case, especially when students appear confused on key concepts. An effective practice to help students meet case learning goals is to guide them as a whole group when the class is ready. This may include selecting a few student groups to present answers to discussion questions to the entire class, asking the class a question relevant to the case using polling software, and/or performing a mini-lesson on an area that appears to be confusing among students.  

Assess student learning in multiple ways - Students can be assessed informally by asking groups to report back answers to various case questions. This practice also helps students stay on task, and keeps them accountable. Cases can also be included on exams using related scenarios where students are asked to apply their knowledge.

Barrows HS. (1996). Problem-based learning in medicine and beyond: a brief overview. New Directions for Teaching and Learning, 68, 3-12.  

Bonney KM. (2015). Case Study Teaching Method Improves Student Performance and Perceptions of Learning Gains. Journal of Microbiology and Biology Education, 16(1): 21-28.

Breslin M, Buchanan, R. (2008) On the Case Study Method of Research and Teaching in Design.  Design Issues, 24(1), 36-40.

Bruffee KS. (1993). Collaborative learning: Higher education, interdependence, and authority of knowledge. Johns Hopkins University Press, Baltimore, MD.

Herreid CF. (2013). Start with a Story: The Case Study Method of Teaching College Science, edited by Clyde Freeman Herreid. Originally published in 2006 by the National Science Teachers Association (NSTA); reprinted by the National Center for Case Study Teaching in Science (NCCSTS) in 2013.

Herreid CH. (1994). Case studies in science: A novel method of science education. Journal of Research in Science Teaching, 23(4), 221–229.

Jonassen DH and Hernandez-Serrano J. (2002). Case-based reasoning and instructional design: Using stories to support problem solving. Educational Technology, Research and Development, 50(2), 65-77.  

Kosfeld M, Heinrichs M, Zak PJ, Fischbacher U, Fehr E. (2005). Oxytocin increases trust in humans. Nature, 435, 673-676.

Krain M. (2016) Putting the learning in case learning? The effects of case-based approaches on student knowledge, attitudes, and engagement. Journal on Excellence in College Teaching, 27(2), 131-153.

Lee V. (2012). What is Inquiry-Guided Learning?  New Directions for Learning, 129:5-14.

Nkhoma M, Sriratanaviriyakul N. (2017). Using case method to enrich students’ learning outcomes. Active Learning in Higher Education, 18(1):37-50.

Srinivasan et al. (2007). Comparing problem-based learning with case-based learning: Effects of a major curricular shift at two institutions. Academic Medicine, 82(1): 74-82.

Thistlethwaite JE et al. (2012). The effectiveness of case-based learning in health professional education. A BEME systematic review: BEME Guide No. 23.  Medical Teacher, 34, e421-e444.

Tuckman B. (1965). Development sequence in small groups. Psychological Bulletin, 63(6), 384-99.

Williams B. (2005). Case-based learning - a review of the literature: is there scope for this educational paradigm in prehospital education? Emerg Med, 22, 577-581.

Zak, PJ (2013). How Stories Change the Brain. Retrieved from: https://greatergood.berkeley.edu/article/item/how_stories_change_brain

YOU MAY BE INTERESTED IN

Nancy Niemi in conversation with a new faculty member at the Greenberg Center

Instructional Enhancement Fund

The Instructional Enhancement Fund (IEF) awards grants of up to $500 to support the timely integration of new learning activities into an existing undergraduate or graduate course. All Yale instructors of record, including tenured and tenure-track faculty, clinical instructional faculty, lecturers, lectors, and part-time acting instructors (PTAIs), are eligible to apply. Award decisions are typically provided within two weeks to help instructors implement ideas for the current semester.

case study teaching approach

The Poorvu Center for Teaching and Learning routinely supports members of the Yale community with individual instructional consultations and classroom observations.

case study teaching approach

Reserve a Room

The Poorvu Center for Teaching and Learning partners with departments and groups on-campus throughout the year to share its space. Please review the reservation form and submit a request.

loading

What is the Case Study Method?

Simply put, the case method is a discussion of real-life situations that business executives have faced.

On average, you'll attend three to four different classes a day, for a total of about six hours of class time (schedules vary). To prepare, you'll work through problems with your peers.

How the Case Method Creates Value

Often, executives are surprised to discover that the objective of the case study is not to reach consensus, but to understand how different people use the same information to arrive at diverse conclusions. When you begin to understand the context, you can appreciate the reasons why those decisions were made. You can prepare for case discussions in several ways.

Case Discussion Preparation Details

In self-reflection.

The time you spend here is deeply introspective. You're not only working with case materials and assignments, but also taking on the role of the case protagonist—the person who's supposed to make those tough decisions. How would you react in those situations? We put people in a variety of contexts, and they start by addressing that specific problem.

In a small group setting

The discussion group is a critical component of the HBS experience. You're working in close quarters with a group of seven or eight very accomplished peers in diverse functions, industries, and geographies. Because they bring unique experience to play you begin to see that there are many different ways to wrestle with a problem—and that’s very enriching.

In the classroom

The faculty guides you in examining and resolving the issues—but the beauty here is that they don't provide you with the answers. You're interacting in the classroom with other executives—debating the issue, presenting new viewpoints, countering positions, and building on one another's ideas. And that leads to the next stage of learning.

Beyond the classroom

Once you leave the classroom, the learning continues and amplifies as you get to know people in different settings—over meals, at social gatherings, in the fitness center, or as you are walking to class. You begin to distill the takeaways that you want to bring back and apply in your organization to ensure that the decisions you make will create more value for your firm.

How Cases Unfold In the Classroom

Pioneered by HBS faculty, the case method puts you in the role of the chief decision maker as you explore the challenges facing leading companies across the globe. Learning to think fast on your feet with limited information sharpens your analytical skills and empowers you to make critical decisions in real time.

To get the most out of each case, it's important to read and reflect, and then meet with your discussion group to share your insights. You and your peers will explore the underlying issues, compare alternatives, and suggest various ways of resolving the problem.

How to Prepare for Case Discussions

There's more than one way to prepare for a case discussion, but these general guidelines can help you develop a method that works for you.

Preparation Guidelines

Read the professor's assignment or discussion questions.

The assignment and discussion questions help you focus on the key aspects of the case. Ask yourself: What are the most important issues being raised?

Read the first few paragraphs and then skim the case

Each case begins with a text description followed by exhibits. Ask yourself: What is the case generally about, and what information do I need to analyze?

Reread the case, underline text, and make margin notes

Put yourself in the shoes of the case protagonist, and own that person's problems. Ask yourself: What basic problem is this executive trying to resolve?

Note the key problems on a pad of paper and go through the case again

Sort out relevant considerations and do the quantitative or qualitative analysis. Ask yourself: What recommendations should I make based on my case data analysis?

Case Study Best Practices

The key to being an active listener and participant in case discussions—and to getting the most out of the learning experience—is thorough individual preparation.

We've set aside formal time for you to discuss the case with your group. These sessions will help you to become more confident about sharing your views in the classroom discussion.

Participate

Actively express your views and challenge others. Don't be afraid to share related "war stories" that will heighten the relevance and enrich the discussion.

If the content doesn't seem to relate to your business, don't tune out. You can learn a lot about marketing insurance from a case on marketing razor blades!

Actively apply what you're learning to your own specific management situations, both past and future. This will magnify the relevance to your business.

People with diverse backgrounds, experiences, skills, and styles will take away different things. Be sure to note what resonates with you, not your peers.

Being exposed to so many different approaches to a given situation will put you in a better position to enhance your management style.

Frequently Asked Questions

What can i expect on the first day, what happens in class if nobody talks, does everyone take part in "role-playing".

Information

  • Author Services

Initiatives

You are accessing a machine-readable page. In order to be human-readable, please install an RSS reader.

All articles published by MDPI are made immediately available worldwide under an open access license. No special permission is required to reuse all or part of the article published by MDPI, including figures and tables. For articles published under an open access Creative Common CC BY license, any part of the article may be reused without permission provided that the original article is clearly cited. For more information, please refer to https://www.mdpi.com/openaccess .

Feature papers represent the most advanced research with significant potential for high impact in the field. A Feature Paper should be a substantial original Article that involves several techniques or approaches, provides an outlook for future research directions and describes possible research applications.

Feature papers are submitted upon individual invitation or recommendation by the scientific editors and must receive positive feedback from the reviewers.

Editor’s Choice articles are based on recommendations by the scientific editors of MDPI journals from around the world. Editors select a small number of articles recently published in the journal that they believe will be particularly interesting to readers, or important in the respective research area. The aim is to provide a snapshot of some of the most exciting work published in the various research areas of the journal.

Original Submission Date Received: .

  • Active Journals
  • Find a Journal
  • Proceedings Series
  • For Authors
  • For Reviewers
  • For Editors
  • For Librarians
  • For Publishers
  • For Societies
  • For Conference Organizers
  • Open Access Policy
  • Institutional Open Access Program
  • Special Issues Guidelines
  • Editorial Process
  • Research and Publication Ethics
  • Article Processing Charges
  • Testimonials
  • Preprints.org
  • SciProfiles
  • Encyclopedia

computers-logo

Article Menu

case study teaching approach

  • Subscribe SciFeed
  • Recommended Articles
  • Google Scholar
  • on Google Scholar
  • Table of Contents

Find support for a specific problem in the support section of our website.

Please let us know what you think of our products and services.

Visit our dedicated information section to learn more about MDPI.

JSmol Viewer

Teach programming using task-driven case studies: pedagogical approach, guidelines, and implementation.

case study teaching approach

1. Introduction

1.1. task-driven teaching, 1.2. case studies, 1.3. task-driven case studies, 2. background, 2.1. problem-based learning, 2.2. case studies in teaching, 2.3. task-driven teaching methodology, 2.4. games in teaching and automatic feedback, 3. task-driven case studies’ pedagogical framework.

  • Case study , a realistic project providing an opportunity to showcase most of the learned topics.
  • Tasks defined in the context of the selected case study and corresponding to the learning objectives of the course.
  • Written study guides , explaining the case study, leading students through the tasks, and providing enough context and explanation.

3.1. Reasons to Use Tasks

  • We want to make sure that students are active during lessons. Both the teacher and the students are reminded that practical lessons should revolve around the students working and not the teacher lecturing.
  • We want the student to use best practices while working. Finer-grained tasks help us to keep the student on the right track. In learning, the process is more important than the result.
  • Instead of only showing the process and the students repeating after the teacher, we use task-driven case studies to make them try the process by themselves. Then it is harder to forget about the details.

3.2. Role of Written Study Guides

  • A written form of the guide allows students to work at their own speed. If there is something unclear, they can get back to it anytime.
  • Students can continue working at home without any impedance. If a student is unable to come to the lesson, he misses only individual consultations with a teacher. To a large degree, the lesson can be simulated by the study guide. This proved to be very useful during COVID restrictions.
  • A study guide can be shared between universities or learning facilities.

3.3. Course and Case Study Relationship

3.4. task-driven case study lifecycle, 3.5. guidelines.

  • Know the learning goals.
  • Select a well-known domain.
  • Find an interesting topic.
  • Keep the project in industrial quality.
  • Show the whole process.
  • Prepare for incremental implementation.
  • Support individual approach.
  • Implement code first.
  • Divide code into goals.
  • Evaluate goals’ coverage.
  • Find goal dependencies.
  • Do the review.
  • Always tell objectives.
  • Describe the current state and expected increment.
  • Show context and reasoning.
  • Specify tasks clearly and precisely.
  • Refine tasks with comments.
  • Add supplementary tasks.
  • Provide further reading.
  • Use suitable software support.
  • Verify continuity and consistency of the guide.
  • Review the guide.
  • Start with a minimal version and improve it.
  • Monitor progress continuously.
  • Favor individual achievements.
  • Examine understanding.
  • Get feedback from the “battlefield”.
  • Update the case study.

4. Selection of the Case Study

4.1. know the learning goals.

  • Students are familiar with Java language basics.
  • Students can create a project and a class in the NetBeans IDE.
  • Students understand the role of interfaces in object-oriented programming.
  • Students can implement existing interfaces in Java.
  • Students can create their own interfaces in the Java language.
  • Students are familiar with the role and types of collections in the Java language.
  • Students can work with the generic ArrayList collection.
  • Students can use String class methods for working with strings.

4.2. Select a Well-Known Domain

  • Example: You can imagine that, for example, the problem of luggage transport at an airport is not a very good choice. Most of the students never had to (or will never have to) deal with that problem, and some of them probably never even traveled by plane. That is the reason why we picked a Minesweeper game. Thanks to the Microsoft Windows operating system, it is one of the most known games. We could barely find a student in the Java technologies course who had never played Minesweeper.

4.3. Find an Interesting Topic

  • Example: That is why we chose the Minesweeper game. In some of the other courses, games are used too. For example, we used the N-Puzzle game in the .NET programming course and Alien Breed clone in the object-oriented programming course.

4.4. Keep the Project in Industrial Quality

  • Example: The solution to our Minesweeper case study is comparable to the professional Minesweeper game (see Figure 3 ). Students can see that they are able to implement a program comparable to the industry.

4.5. Show the Whole Process

  • Example: In our Minesweeper case study, we chose the Minesweeper game because it is small enough to be implemented by a student in the time span of the course, and yet the result is a whole game that is comparable with industrial Minesweeper.

4.6. Prepare for Incremental Implementation

  • Example: In the Minesweeper case study, the first case study lesson introduces the Minesweeper game. We are designing the game core together with students using standard UML notations. During this, they are led to our source code skeleton implementing best practices from object-oriented programming. In the next lesson, students implement the game logic—the game field and all its behavior. So far, their solution is not playable. However, we do not wait anymore, and in the third lesson, they start implementing a simple console user interface that would be able to present the current state of the field. Although, after the third lesson, they cannot play the game, they can already run the game and see whether their field generation works as it should. Since that moment, they are always able to run the game and see the increment they add during each particular lesson.

4.7. Support Individual Approach

  • Example: In our Minesweeper case study, we suggest that students implement some additional features that the main project does not have. An example may be implementing the support for a simultaneous click of both mouse buttons to open also adjacent tiles and not merely the one that the mouse points to. We also support their own ideas on how to make the game even more interesting.

5. Solution Implementation

5.1. implement code first.

  • Example: We implemented our own Minesweeper game before giving the case study to students. Before using the case study approach in the Java technologies course, the Minesweeper game was one of the examples that we used to show the students more complex examples implemented in Java. Then we decided to prepare a case study and reworked the old solution to incorporate all the topics of the course and to reflect our best knowledge.

5.2. Divide Code into Goals

  • Example: To explicitly record implementation objectives in the code of the Minesweeper case study, TODO comments marked with the task identifiers were used. Each task represented an implementation objective. We started using TODO comments because of the tool support—see the automatically generated list of TODO comments in an IDE in Figure 4 . However, current IDEs have better support for source code annotations since they are first-class citizens of the language. The following code is an excerpt showing a TODO comment marking the getColumnCount() method as a part of the task identified as “getters” in the second module (lesson) of the course.
  • //TODO: Task 2 - getters
  • * Returns column count of the field.
  • * @return column count.
  • public int getColumnCount() { ...
  • @Task(module = "02", id = "getters")

Click here to enlarge figure

5.3. Evaluate Goals’ Coverage

  • Example: A simple help in checking the code coverage is, for example, the Action Items window in the NetBeans IDE (previously called the Tasks window). In  Figure 4 , there is a screenshot showing the list of tasks currently present in the Minesweeper teacher’s solution. It is easier to check the goals this way since the goals’ source code can be scattered throughout the whole project.    

5.4. Find Goal Dependencies

  • Example: In the Java technologies course, the lectures are aligned with case study modules so that the students always have the theoretical knowledge that is needed for the current module of the case study. The alignment is depicted in Figure 6 .

5.5. Do the Review

6. writing study guide.

  • Example: To get a better notion of how such a study guide looks, a specific example of one lesson from the Java technologies course can be found at https://kurzy.kpi.fei.tuke.sk/tjava-en/student/06.html (accessed on 30 August 2024).

6.1. Always Tell Objectives

  • Example: Examples of learning goals are presented in Section 4 when we discussed making a list of the learning goals for the case study. However, there are also implementation objectives. These are specific to each case study. For example, in the following list, there are some implementation objectives from the Minesweeper case study.
  • Students have to implement the generation of the game field.
  • Students have to implement the presentation of the game field.
  • Students have to implement a time-measuring feature for the game.
  • Students have to implement the settings feature.
  • Students have to implement a graphical user interface in Swing.

6.2. Describe the Current State and Expected Increment

  • Example: We use class diagrams in each module to show the difference in the program structure before and after finishing the current lesson. In  Figure 8 , there is a class diagram of the Minesweeper case study in the fifth module. The yellow classes represent the current state, and the red ones are the increment for the fifth lesson. This helps the students to understand how the implementation goals will be projected into the program structure.

6.3. Show Context and Reasoning

  • Example: In the Minesweeper case study, each step starts with an explanation of the current situation, the problem context, and the reasoning behind it. This part of the step is intertwined with the tasks that lead to solving the problem—each step of the module starts with the context and reasoning, and after that, the tasks follow.

6.4. Specify Tasks Clearly and Precisely

  • Example: Following is an example of a task from our Minesweeper case study that tells the student to implement a method that will be a part of the Minesweeper marking tiles feature. This is one of the simpler tasks from earlier lessons of this introductory Java course.
  • Task (id = markTile)
  • Implement the void markTile(int row, int column) method in the Field class. This method allows marking/unmarking tiles specified by the row and column. In~case the tile is closed (Tile.CLOSED), its state will be marked (the state will change to Tile.MARKED). If~a tile is marked (Tile.MARKED), its state will be changed to closed (Tile.CLOSED). Rows and columns are numbered from 0.
  • * Marks tile at specified indices.
  • * @param row row number
  • * @param column column number
  • public void markTile(int row, int column) {
  •     throw new UnsupportedOperationException("Method markTile not yet implemented");
  •     final Tile tile = tiles[row][column];
  •     if (tile.getState() == Tile.State.CLOSED) {
  •         tile.setState(Tile.State.MARKED);
  •     } else if (tile.getState() == Tile.State.MARKED) {
  •         tile.setState(Tile.State.CLOSED);
  • In the BestTimes class define a private void insertToDB(PlayerTime playerTime) method that will store a PlayTime object in the database.

6.5. Refine Tasks with Comments

  • Example: The following is an example of a hint for the “markTile” task that was presented above. It advises using the implementation of the openTile(int row, int column) method for inspiration. The  openTile(int row, int column) method does a very similar job and is provided to students in the Minesweeper code skeleton at the beginning of the course. Most of the students should not have any serious problems in solving the task without this hint. However, below-average students or programming novices may struggle with it, and this hint should refer them to the right direction even before they will need to ask the teacher for help.
  • When implementing the void markTile(int row, int column) method, you can use the implementation of void openTile(int row, int column) method as an inspiration.

6.6. Add Supplementary Tasks

  • Example: In the Minesweeper case study, the implementation of new features is suggested, such as support for a new state in marking tile—using the question mark to signify that the user is not sure whether there is a mine or not.

6.7. Provide Further Reading

  • Example: In the Java technologies course, we recommend the book Head First Java for further reading. For the advanced study, Effective Java is recommended. For particular topics, students are usually provided with links to specialized tutorials and blogs.

6.8. Use Suitable Software Support

  • Example: At our university, we developed a specialized document generator for task-driven case study guides. This program transforms a set of Markdown files enriched with metadata representing the goals, tasks, etc. into a static website and possibly other formats, such as PDF. Utilizing custom software for this task also opens possibilities to check for inconsistencies, such as goals without any corresponding tasks.

6.9. Verify Continuity and Consistency of the Guide

6.10. review the guide, 6.11. start with a minimal version and improve it, 7. course execution, 7.1. monitor progress continuously, 7.2. favor individual achievements.

  • Example: In the Java technologies course, we reward finishing the Minesweeper case study without any supplementary tasks by half of the maximum points available. The rest of the points can be obtained through additional tasks and custom features.

7.3. Examine Understanding

  • Example: For our exams, an incomplete modified version of the Minesweeper solution is used. Students get to implement some missing part where they have to use the skills they should have acquired from the case study. The tasks are not the same as those in the case study, but they are similar in character. The following is an example of the exam task:
  • Implement the processInput() method that will process input from the console using regular expressions. After~the implementation, the~game should be playable. After~each printing of the field, the~game would require typing some input. The~input is in the same format as in the case study: (X) EXIT, (MA1) MARK, (OB4) OPEN.

7.4. Get Feedback from the “Battlefield”

  • Example: One of the important feedback entries we received from the students in the Java technologies course was the information that the task of implementing a method that counts adjacent mines to a tile is too difficult for many students (algorithmically). It did not look so difficult to us or our colleagues.

7.5. Update the Case Study

  • Example: After finding out that the implementation of counting the adjacent mines is too difficult for the students, we decided to provide a hint to the task. If necessary, we could also include a note in the teachers’ version of the study guide about discussing the algorithm with students.

8. Experience

8.1. teachers’ view, 8.2. students’ view, 8.2.1. objective, 8.2.2. method, 8.2.3. results, 9. potential drawbacks, 10. conclusions, author contributions, institutional review board statement, informed consent statement, data availability statement, conflicts of interest.

  • Hadar, I. When intuition and logic clash: The case of the object-oriented paradigm. Sci. Comput. Program. 2013 , 78 , 1407–1426. [ Google Scholar ] [ CrossRef ]
  • Xue, J.; Zhang, L. Application of task-driven approach in information technology education. In Proceedings of the International Conference on Electrical and Control Engineering 2011, 2011, ICECE 2011, Yichang, China, 6–18 September 2011; pp. 2024–2026. [ Google Scholar ] [ CrossRef ]
  • Rosenberg-Kima, R.B.; Merrill, M.D.; Baylor, A.L.; Johnson, T.E. Explicit instruction in the context of whole-tasks: The effectiveness of the task-centered instructional strategy in computer science education. Educ. Technol. Res. Dev. 2022 , 70 , 1627–1655. [ Google Scholar ] [ CrossRef ]
  • Bonwell, C.C.; Eison, J.A. Active Learning: Creating Excitement in the Classroom ; ASHE-ERIC Higher Education Report No. 1; School of Education and Human Development, The George Washington University: Washington, DC, USA, 1991. [ Google Scholar ]
  • Anwar, S. Use of engineering case studies to teach associate degree electrical engineering technology students. In Proceedings of the 31st Annual Frontiers in Education Conference, Washington, DC, USA, 10–13 October 2001; Volume 3, pp. 8–10. [ Google Scholar ] [ CrossRef ]
  • Nilson, L.B. Teaching at Its Best: A Research-Based Resource for College Instructors ; John Wiley & Sons: Hoboken, NJ, USA, 2010. [ Google Scholar ]
  • Coppit, D. Implementing large projects in software engineering courses. Comput. Sci. Educ. 2006 , 16 , 53–73. [ Google Scholar ] [ CrossRef ]
  • Garg, K.; Varma, V. A Study of the Effectiveness of Case Study Approach in Software Engineering Education. In Proceedings of the 20th Conference on Software Engineering Education Training, Dublin, Ireland, 3–5 July 2007; CSEET ’07. pp. 309–316. [ Google Scholar ] [ CrossRef ]
  • Daun, M.; Salmon, A.; Tenbergen, B.; Weyer, T.; Pohl, K. Industrial case studies in graduate requirements engineering courses: The impact on student motivation. In Proceedings of the 2014 IEEE 27th Conference on Software Engineering Education and Training (CSEE&T), Klagenfurt, Austria, 23–25 April 2014; pp. 3–12. [ Google Scholar ] [ CrossRef ]
  • Porubän, J.; Nosál’, M. Practical experience with task-driven case studies. In Proceedings of the 2014 IEEE 12th IEEE International Conference on Emerging eLearning Technologies and Applications (ICETA), Stary Smokovec, Slovakia, 4–5 December 2014; pp. 367–372. [ Google Scholar ] [ CrossRef ]
  • O’Grady, M.J. Practical Problem-Based Learning in Computing Education. Trans. Comput. Educ. 2012 , 12 , 10:1–10:16. [ Google Scholar ] [ CrossRef ]
  • Leijon, M.; Gudmundsson, P.; Staaf, P.; Christersson, C. Challenge based learning in higher education– A systematic literature review. Innov. Educ. Teach. Int. 2021 , 59 , 1–10. [ Google Scholar ] [ CrossRef ]
  • Abdul Ghani, A.; Fuad, A.; Yusoff, M.S.B.; Hadie, S.N.H. Effective Learning Behavior in Problem-Based Learning: A Scoping Review. Med Sci. Educ. 2021 , 31 , 1199–1211. [ Google Scholar ] [ CrossRef ] [ PubMed ]
  • Pérez, B.; Rubio, A.L. A Project-Based Learning Approach for Enhancing Learning Skills and Motivation in Software Engineering. In Proceedings of the 51st ACM Technical Symposium on Computer Science Education, New York, NY, USA, 11–14 March 2020; SIGCSE ’20. pp. 309–315. [ Google Scholar ] [ CrossRef ]
  • Cico, O.; Jaccheri, L.; Nguyen-Duc, A.; Zhang, H. Exploring the intersection between software industry and Software Engineering education - A systematic mapping of Software Engineering Trends. J. Syst. Softw. 2021 , 172 , 110736. [ Google Scholar ] [ CrossRef ]
  • Grimes, M.W. The Continuous Case Study: Designing a Unique Assessment of Student Learning. Int. J. Teach. Learn. High. Educ. 2019 , 31 , 139–146. [ Google Scholar ]
  • Zhang, X.; Zhang, B.; Zhang, F. Student-Centered Case-Based Teaching and Online–Offline Case Discussion in Postgraduate Courses of Computer Science. Int. J. Educ. Technol. High. Educ. 2023 , 20 , 6. [ Google Scholar ] [ CrossRef ]
  • Ouh, E.L.; Irawan, Y. Applying Case-Based Learning for a Postgraduate Software Architecture Course. In Proceedings of the 2019 ACM Conference on Innovation and Technology in Computer Science Education, Aberdeen Scotland, UK, 15–17 July 2019; pp. 457–463. [ Google Scholar ] [ CrossRef ]
  • Varma, V.; Garg, K. Case studies: The potential teaching instruments for software engineering education. In Proceedings of the Fifth International Conference on Quality Software, 2005, QSIC 2005, Melbourne, VIC, Australia, 19–20 September 2005; pp. 279–284. [ Google Scholar ] [ CrossRef ]
  • Garg, K.; Varma, V. Case Studies as Assessment Tools in Software Engineering Classrooms. In Proceedings of the 22nd Conference on Software Engineering Education and Training, Hyderabad, India, 17–20 February 2009; CSEET ’09. pp. 8–11. [ Google Scholar ] [ CrossRef ]
  • Jia, Y. Improving software engineering courses with case study approach. In Proceedings of the 5th International Conference on Computer Science and Education 2010, Hefei, China, 24–27 August 2010; ICCSE 2010. pp. 1633–1636. [ Google Scholar ] [ CrossRef ]
  • Burge, J.; Troy, D. Rising to the Challenge: Using Business-Oriented Case Studies in Software Engineering Education. In Proceedings of the 19th Conference on Software Engineering Education and Training, Turtle Bay, HI, USA, 19–21 April 2006; pp. 43–50. [ Google Scholar ] [ CrossRef ]
  • Hilburn, T.; Towhidnejad, M.; Nangia, S.; Shen, L. A Case Study Project for Software Engineering Education. In Proceedings of the 36th Annual Frontiers in Education Conference, San Diego, CA, USA, 27–31 October 2006; pp. 1–5. [ Google Scholar ] [ CrossRef ]
  • Martin, F. Toy Projects Considered Harmful. Commun. ACM 2006 , 49 , 113–116. [ Google Scholar ] [ CrossRef ]
  • Meyer, B. Software engineering in the academy. Computer 2001 , 34 , 28–35. [ Google Scholar ] [ CrossRef ]
  • Yu, D.; Wang, Q. Task-Driven Method in Practical Teaching of Software Engineering. In Proceedings of the Third Pacific-Asia Conference on Circuits, Communications and System 2011, Wuhan, China, 17–18 July 2011; PACCS 2011. pp. 1–3. [ Google Scholar ] [ CrossRef ]
  • Xie, C.; Wang, M.; Hu, H. Effects of Constructivist and Transmission Instructional Models on Mathematics Achievement in Mainland China: A Meta-Analysis. Front. Psychol. 2018 , 9 , 1923. [ Google Scholar ] [ CrossRef ] [ PubMed ]
  • Peng, W.; Jingjing, X. The implementation and harvests of task-driven in basic computer education at university. In Proceedings of the International Conference on E-Health Networking, Digital Ecosystems and Technologies 2010, Shenzhen, China, 17–18 April 2010; EDT 2010. Volume 2, pp. 311–314. [ Google Scholar ] [ CrossRef ]
  • Liu, H.H.; Su, Y.S. Effects of Using Task-Driven Classroom Teaching on Students’ Learning Attitudes and Learning Effectiveness in an Information Technology Course. Sustainability 2018 , 10 , 3957. [ Google Scholar ] [ CrossRef ]
  • Liang, L.; Deng, X.; Liu, Q. Task-driven and objective-oriented hierarchical education method: A case study in Linux curriculum. In Proceedings of the IEEE International Symposium on IT in Medicine and Education 2008, Xiamen, China, 12–14 December 2008; ITME 2008. pp. 316–318. [ Google Scholar ] [ CrossRef ]
  • Dong, Y. A Graded Task-driven Methodology for Computer Science Education. In Proceedings of the Second International Workshop on Education Technology and Computer Science 2010, Wuhan, China, 6–7 March 2010; ETCS 2010. Volume 3, pp. 654–656. [ Google Scholar ] [ CrossRef ]
  • Birnbaum, D.J.; Langmead, A. Task-Driven Programming Pedagogy in the Digital Humanities. In New Directions for Computing Education ; Fee, S.B., Holland-Minkley, A.M., Lombardi, T.E., Eds.; Springer International Publishing: Cham, Switzerland, 2017; pp. 63–85. [ Google Scholar ] [ CrossRef ]
  • Martinez, L.; Gimenes, M.; Lambert, E. Entertainment Video Games for Academic Learning: A Systematic Review. J. Educ. Comput. Res. 2022 , 60 , 1083–1109. [ Google Scholar ] [ CrossRef ]
  • Mayer, R.E. Computer Games in Education. Annu. Rev. Psychol. 2019 , 70 , 531–549. [ Google Scholar ] [ CrossRef ] [ PubMed ]
  • Zhan, Z.; He, L.; Tong, Y.; Liang, X.; Guo, S.; Lan, X. The effectiveness of gamification in programming education: Evidence from a meta-analysis. Comput. Educ. Artif. Intell. 2022 , 3 , 100096. [ Google Scholar ] [ CrossRef ]
  • Papadakis, S. Evaluating a Game-Development Approach to Teach Introductory Programming Concepts in Secondary Education. Int. J. Technol. Enhanc. Learn. 2020 , 12 , 127–145. [ Google Scholar ] [ CrossRef ]
  • Jordaan, D.B. Board Games in the Computer Science Class to Improve Students’ Knowledge of the Java Programming Language: A Lecturer’s Perspective. In Proceedings of the 2nd International Conference on Education and Multimedia Technology, New York, NY, USA, 2–4 July 2018; ICEMT ’18. pp. 1–4. [ Google Scholar ] [ CrossRef ]
  • Tay, J.; Goh, Y.M.; Safiena, S.; Bound, H. Designing digital game-based learning for professional upskilling: A systematic literature review. Comput. Educ. 2022 , 184 , 104518. [ Google Scholar ] [ CrossRef ]
  • Díaz, J.; López, J.A.; Sepúlveda, S.; Ramírez Villegas, G.M.; Ahumada, D.; Moreira, F. Evaluating Aspects of Usability in Video Game-Based Programming Learning Platforms. Procedia Comput. Sci. 2021 , 181 , 247–254. [ Google Scholar ] [ CrossRef ]
  • Lindberg, R.S.N.; Laine, T.H.; Haaranen, L. Gamifying programming education in K-12: A review of programming curricula in seven countries and programming games. Br. J. Educ. Technol. 2019 , 50 , 1979–1995. [ Google Scholar ] [ CrossRef ]
  • Cavalcanti, A.P.; Barbosa, A.; Carvalho, R.; Freitas, F.; Tsai, Y.S.; Gašević, D.; Mello, R.F. Automatic feedback in online learning environments: A systematic literature review. Comput. Educ. Artif. Intell. 2021 , 2 , 100027. [ Google Scholar ] [ CrossRef ]
  • Mingins, C.; Miller, J.; Dick, M.; Postema, M. How We Teach Software Engineering. JOOP 1999 , 11 , 64–66. [ Google Scholar ]
  • Nuci, K.P.; Tahir, R.; Wang, A.I.; Imran, A.S. Game-Based Digital Quiz as a Tool for Improving Students’ Engagement and Learning in Online Lectures. IEEE Access 2021 , 9 , 91220–91234. [ Google Scholar ] [ CrossRef ]
  • Shaw, M. Software Engineering Education: A Roadmap. In Proceedings of the Conference on The Future of Software Engineering, New York, NY, USA, 8–13 November 2000; ICSE ’00. pp. 371–380. [ Google Scholar ] [ CrossRef ]
  • Nosál’, M.; Sulír, M.; Juhár, J. Source code annotations as formal languages. In Proceedings of the 2015 Federated Conference on Computer Science and Information Systems (FedCSIS), Lodz, Poland, 13–16 September 2015; pp. 953–964. [ Google Scholar ] [ CrossRef ]
  • Diaz, C. Using static site generators for scholarly publications and open educational resources. Code4Lib J. 2018 . [ Google Scholar ]
  • Leinonen, J.; Denny, P.; Whalley, J. A Comparison of Immediate and Scheduled Feedback in Introductory Programming Projects. In Proceedings of the 53rd ACM Technical Symposium on Computer Science Education—Volume 1, New York, NY, USA, 2–5 March 2022; SIGCSE 2022. pp. 885–891. [ Google Scholar ] [ CrossRef ]
  • Kian, T.W.; Sunar, M.S.; Su, G.E. The Analysis of Intrinsic Game Elements for Undergraduates Gamified Platform Based on Learner Type. IEEE Access 2022 , 10 , 120659–120679. [ Google Scholar ] [ CrossRef ]
  • Porubän, J.; Nosál’, M. Generating Case Studies from Annotated Sources Codes. J. Comput. Sci. Control Syst. 2013 , 6 , 81–86. [ Google Scholar ]
#QuestionAnswerNo.%
1Do you like learning by implementing a game? 10392
No, I would rather implement something else98
2How do you like the implemented game?Poor (is it still a game?)00
Below average (I would never play it)1816
5650
Above average (I would definitely try it)3632
Excellent (from now on, I will play only this game)22
3Would you show your game to your friend or a family member? 8778
No2522
4In practical lessons, you prefer to implement: 8475
Multiple simple independent tasks2825
5Do you think you understood programming principles better by implementing one large project? 9181
No2119
6From the point of view of assignment organization, you prefer: 9787
To get the assignment in the beginning and to solve it on my own1513
7Did you have problems with dependencies between lessons, i.e., that you had to solve a previous lesson to be able to continue?Yes4843
6457
8Was the difficulty of the tasks in the case study balanced?Yes4843
6457
9Were the tasks too easy?Yes, most of the time, I just needed to repeat what was written33
10997
10Were the tasks described clearly enough? 5751
No, often I had to ask the teacher or colleagues for help5549
11Would you like learning with study guides for a case study in future courses? * 10392
No87
12Do you think that working with a study guide:Limits me because I cannot do what I want2220
9080
13When did you implement the tasks for a given lesson?I programmed mostly before the lesson1211
I programmed during the lesson2421
7668
14Which properties of studying with study guides for a case study do you consider most important (choose max. 3)?I implemented a large project6962
I implemented a game3430
8172
I had a study guide that lad me to good practices5549
I worked incrementally, but the game was always playable4238
15What did you like about practical lessons in the OOP course?
16What did you dislike about practical lessons in the OOP course?
17What would you change or improve about practical lessons in the OOP course?
The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.

Share and Cite

Porubän, J.; Nosál’, M.; Sulír, M.; Chodarev, S. Teach Programming Using Task-Driven Case Studies: Pedagogical Approach, Guidelines, and Implementation. Computers 2024 , 13 , 221. https://doi.org/10.3390/computers13090221

Porubän J, Nosál’ M, Sulír M, Chodarev S. Teach Programming Using Task-Driven Case Studies: Pedagogical Approach, Guidelines, and Implementation. Computers . 2024; 13(9):221. https://doi.org/10.3390/computers13090221

Porubän, Jaroslav, Milan Nosál’, Matúš Sulír, and Sergej Chodarev. 2024. "Teach Programming Using Task-Driven Case Studies: Pedagogical Approach, Guidelines, and Implementation" Computers 13, no. 9: 221. https://doi.org/10.3390/computers13090221

Article Metrics

Article access statistics, further information, mdpi initiatives, follow mdpi.

MDPI

Subscribe to receive issue release notifications and newsletters from MDPI journals

U.S. flag

An official website of the United States government

The .gov means it’s official. Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

The site is secure. The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

  • Publications
  • Account settings

Preview improvements coming to the PMC website in October 2024. Learn More or Try it out now .

  • Advanced Search
  • Journal List
  • SAGE Open Nurs
  • v.7; Jan-Dec 2021

Case Study Analysis as an Effective Teaching Strategy: Perceptions of Undergraduate Nursing Students From a Middle Eastern Country

Vidya seshan.

1 Maternal and Child Health Department, College of Nursing, Sultan Qaboos University, P.O. Box 66 Al-Khoudh, Postal Code 123, Muscat, Oman

Gerald Amandu Matua

2 Fundamentals and Administration Department, College of Nursing, Sultan Qaboos University, P.O. Box 66 Al-Khoudh, Postal Code 123, Muscat, Oman

Divya Raghavan

Judie arulappan, iman al hashmi, erna judith roach, sheeba elizebath sunderraj, emi john prince.

3 Griffith University, Nathan Campus, Queensland 4111

Background: Case study analysis is an active, problem-based, student-centered, teacher-facilitated teaching strategy preferred in undergraduate programs as they help the students in developing critical thinking skills. Objective: It determined the effectiveness of case study analysis as an effective teacher-facilitated strategy in an undergraduate nursing program. Methodology: A descriptive qualitative research design using focus group discussion method guided the study. The sample included undergraduate nursing students enrolled in the Maternal Health Nursing Course during the Academic Years 2017 and 2018. The researcher used a purposive sampling technique and a total of 22 students participated in the study, through five (5) focus groups, with each focus group comprising between four to six nursing students. Results: In total, nine subthemes emerged from the three themes. The themes were “Knowledge development”, “Critical thinking and Problem solving”, and “Communication and Collaboration”. Regarding “Knowledge development”, the students perceived case study analysis method as contributing toward deeper understanding of the course content thereby helping to reduce the gap between theory and practice especially during clinical placement. The “Enhanced critical thinking ability” on the other hand implies that case study analysis increased student's ability to think critically and aroused problem-solving interest in the learners. The “Communication and Collaboration” theme implies that case study analysis allowed students to share their views, opinions, and experiences with others and this enabled them to communicate better with others and to respect other's ideas which further enhanced their team building capacities. Conclusion: This method is effective for imparting professional knowledge and skills in undergraduate nursing education and it results in deeper level of learning and helps in the application of theoretical knowledge into clinical practice. It also broadened students’ perspectives, improved their cooperation capacity and their communication with each other. Finally, it enhanced student's judgment and critical thinking skills which is key for their success.

Introduction/Background

Recently, educators started to advocate for teaching modalities that not only transfer knowledge ( Shirani Bidabadi et al., 2016 ), but also foster critical and higher-order thinking and student-centered learning ( Wang & Farmer, 2008 ; Onweh & Akpan, 2014). Therefore, educators need to utilize proven teaching strategies to produce positive outcomes for learners (Onweh & Akpan, 2014). Informed by this view point, a teaching strategy is considered effective if it results in purposeful learning ( Centra, 1993 ; Sajjad, 2010 ) and allows the teacher to create situations that promote appropriate learning (Braskamp & Ory, 1994) to achieve the desired outcome ( Hodges et al., 2020 ). Since teaching methods impact student learning significantly, educators need to continuously test the effectives of their teaching strategies to ensure desired learning outcomes for their students given today's dynamic learning environments ( Farashahi & Tajeddin, 2018 ).

In this study, the researchers sought to study the effectiveness of case study analysis as an active, problem-based, student-centered, teacher-facilitated strategy in a baccalaureate-nursing program. This choice of teaching method is supported by the fact that nowadays, active teaching-learning is preferred in undergraduate programs because, they not only make students more powerful actors in professional life ( Bean, 2011 ; Yang et al., 2013 ), but they actually help learners to develop critical thinking skills ( Clarke, 2010 ). In fact, students who undergo such teaching approaches usually become more resourceful in integrating theory with practice, especially as they solve their case scenarios ( Chen et al., 2019 ; Farashahi & Tajeddin, 2018 ; Savery, 2019 ).

Review of Literature

As a pedagogical strategy, case studies allow the learner to integrate theory with real-life situations as they devise solutions to the carefully designed scenarios ( Farashahi & Tajeddin, 2018 ; Hermens & Clarke, 2009). Another important known observation is that case-study-based teaching exposes students to different cases, decision contexts and the environment to experience teamwork and interpersonal relations as “they learn by doing” thus benefiting from possibilities that traditional lectures hardly create ( Farashahi & Tajeddin, 2018 ; Garrison & Kanuka, 2004 ).

Another merit associated with case study method of teaching is the fact that students can apply and test their perspectives and knowledge in line with the tenets of Kolb et al.'s (2014) “experiential learning model”. This model advocates for the use of practical experience as the source of one's learning and development. Proponents of case study-based teaching note that unlike passive lectures where student input is limited, case studies allow them to draw from their own experience leading to the development of higher-order thinking and retention of knowledge.

Case scenario-based teaching also encourages learners to engage in reflective practice as they cooperate with others to solve the cases and share views during case scenario analysis and presentation ( MsDade, 1995 ).

This method results in “idea marriage” as learners articulate their views about the case scenario. This “idea marriage” phenomenon occurs through knowledge transfer from one situation to another as learners analyze scenarios, compare notes with each other, and develop multiple perspectives of the case scenario. In fact, recent evidence shows that authentic case-scenarios help learners to acquire problem solving and collaborative capabilities, including the ability to express their own views firmly and respectfully, which is vital for future success in both professional and personal lives ( Eronen et al., 2019 ; Yajima & Takahashi, 2017 ). In recognition of this higher education trend toward student-focused learning, educators are now increasingly expected to incorporate different strategies in their teaching.

This study demonstrated that when well implemented, educators can use active learning strategies like case study analysis to aid critical thinking, problem-solving, and collaborative capabilities in undergraduate students. This study is significant because the findings will help educators in the country and in the region to incorporate active learning strategies such as case study analysis to aid critical thinking, problem-solving, and collaborative capabilities in undergraduate students. Besides, most studies on the case study method in nursing literature mostly employ quantitative methods. The shortage of published research on the case study method in the Arabian Gulf region and the scanty use of qualitative methods further justify why we adopted the focus group method for inquiry.

A descriptive qualitative research design using focus group discussion method guided the study. The authors chose this method because it is not only inexpensive, flexible, stimulating but it is also known to help with information recall and results in rich data ( Matua et al., 2014 ; Streubert & Carpenter, 2011 ). Furthermore, as evidenced in the literature, the focus group discussion method is often used when there is a need to gain an in-depth understanding of poorly understood phenomena as the case in our study. The choice of this method is further supported by the scarcity of published research related to the use of case study analysis as a teaching strategy in the Middle Eastern region, thereby further justifying the need for an exploratory research approach for our study.

As a recommended strategy, the researchers generated data from information-rich purposively selected group of baccalaureate nursing students who had experienced both traditional lectures and cased-based teaching approaches. The focus group interviews allowed the study participants to express their experiences and perspectives in their own words. In addition, the investigators integrated participants’ self-reported experiences with their own observations and this enhanced the study findings ( Morgan & Bottorff, 2010 ; Nyumba et al., 2018 ; Parker & Tritter, 2006 ).

Eligibility Criteria

In order to be eligible to participate in the study, the participants had to:

  • be a baccalaureate nursing student in College of Nursing, Sultan Qaboos University
  • register for Maternity Nursing Course in 2017 and 2018.
  • attend all the Case Study Analysis sessions in the courses before the study.
  • show a willingness to participate in the study voluntarily and share their views freely.

The population included the undergraduate nursing students enrolled in the Maternal Health Nursing Course during the Academic Years 2017 and 2018.

The researcher used a purposive sampling technique to choose participants who were capable of actively participating and discussing their views in the focus group interviews. This technique enabled the researchers to select participants who could provide rich information and insights about case study analysis method as an effective teaching strategy. The final study sample included baccalaureate nursing students who agreed to participate in the study by signing a written informed consent. In total, twenty-two (22) students participated in the study, through five focus groups, with each focus group comprising between four and six students. The number of participants was determined by the stage at which data saturation was reached. The point of data saturation is when no new information emerges from additional participants interviewed ( Saunders et al., 2018 ).Focus group interviews were stopped once data saturation was achieved. Qualitative research design with focus group discussion allowed the researchers to generate data from information-rich purposively selected group of baccalaureate nursing students who had experienced both traditional lectures and case-based teaching approaches. The focus group interviews allowed the study participants to express their perspectives in their own words. In addition, the investigators enhanced the study findings by integrating participants’ self-reported experiences with the researchers’ own observations and notes during the study.

The study took place at College of Nursing; Sultan Qaboos University, Oman's premier public university, in Muscat. This is the only setting chosen for the study. The participants are the students who were enrolled in Maternal Health Nursing course during 2017 and 2018. The interviews occurred in the teaching rooms after official class hours. Students who did not participate in the study learnt the course content using the traditional lecture based method.

Ethical Considerations

Permission to conduct the study was granted by the College Research and Ethics Committee (XXXX). Prior to the interviews, each participant was informed about the purpose, benefits as well as the risks associated with participating in the study and clarifications were made by the principal researcher. After completing this ethical requirement, each student who accepted to participate in the study proceeded to sign an informed consent form signifying that their participation in the focus group interview was entirely voluntary and based on free will.

The anonymity of study participants and confidentiality of their data was upheld throughout the focus group interviews and during data analysis. To enhance confidentiality and anonymity of the data, each participant was assigned a unique code number which was used throughout data analysis and reporting phases. To further assure the confidentiality of the research data and anonymity of the participants, all research-related data were kept safe, under lock and key and through digital password protection, with unhindered access only available to the research team.

Research Intervention

In Fall 2017 and Spring 2018 semesters, as a method of teaching Maternal Health Nursing course, all students participated in two group-based case study analysis exercises which were implemented in the 7 th and 13 th weeks. This was done after the students were introduced to the case study method using a sample case study prior to the study. The instructor explained to the students how to solve the sample problem, including how to accomplish the role-specific competencies in the courses through case study analysis. In both weeks, each group consisting of six to seven students was assigned to different case scenarios to analyze and work on, after which they presented their collective solution to the case scenarios to the larger class of 40 students. The case scenarios used in both weeks were peer-reviewed by the researchers prior to the study.

Pilot Study

A group of three students participated as a pilot group for the study. However, the students who participated in the pilot study were not included in the final study as is general the principle with qualitative inquiry because of possible prior exposure “contamination”. The purpose of piloting was to gather data to provide guidance for a substantive study focusing on testing the data collection procedure, the interview process including the sequence and number of questions and probes and recording equipment efficacy. After the pilot phase, the lessons learned from the pilot were incorporated to ensure smooth operations during the actual focus group interview ( Malmqvist et al., 2019 .

Data Collection

The focus group interviews took place after the target population was exposed to case study analysis method in Maternal Health Nursing course during the Fall 2017 and Spring 2018 semesters. Before data collection began, the research team pilot tested the focus group interview guide to ensure that all the guide questions were clear and well understood by study participants.

In total, five (5) focus groups participated in the study, with each group comprising between four and six students. The focus group interviews lasted between 60 and 90 min. In addition to the interview guide questions, participants’ responses to unanswered questions were elicited using prompts to facilitate information flow whenever required. As a best practice, all the interviews were audio-recorded in addition to extensive field notes taken by one of the researchers. The focus group interviews continued until data saturation occurred in all the five (5) focus groups.

Credibility

In this study, participant's descriptions were digitally audio recorded to ensure that no information was lost. In order to ensure that the results are accurate, verbatim transcriptions of the audio recordings were done supported by interview notes. Furthermore, interpretations of the researcher were verified and supported with existing literature with oversight from the research team.

Transferability

The researcher provided a detailed description about the study settings, participants, sampling technique, and the process of data collection and analyses. The researcher used verbatim quotes from various participants to aid the transferability of the results.

Dependability

The researcher ensured that the research process is clearly documented, traceable, and logical to achieve dependability of the research findings. Furthermore, the researcher transparently described the research steps, procedures and process from the start of the research project to the reporting of the findings.

Confirmability

In this study, confirmability of the study findings was achieved through the researcher's efforts to make the findings credible, dependable, and transferable.

Data Analysis

Data were analyzed manually after the lead researcher integrated the verbatim transcriptions with the extensive field notes to form the final data set. Data were analyzed thematically under three thematic areas of a) knowledge development; b) critical thinking and problem solving; and (c) communication and collaboration, which are linked to the study objectives. The researchers used the Six (6) steps approach to conduct a trustworthy thematic analysis: (1) familiarization with the research data, (2) generating initial codes, (3) searching for themes, (4) reviewing the themes, (5) defining and naming themes, (6) writing the report ( Nowell et al., 2017 ).

The analysis process started with each team member individually reading and re-reading the transcripts several times and then identifying meaning units linked to the three thematic areas. The co-authors then discussed in-depth the various meaning units linked to the thematic statements until consensus was reached and final themes emerged based on the study objectives.

A total of 22 undergraduate third-year baccalaureate nursing students who were enrolled in the Maternal Health Nursing Course during the Academic Years 2017 and 2018 participated in the study, through five focus groups, with each group comprising four to six students. Of these, 59% were females and 41% were males. In total, nine subthemes emerged from the three themes. Under knowledge development, emerged the subthemes, “ deepened understanding of content ; “ reduced gap between theory and practice” and “ improved test-taking ability ”. While under Critical thinking and problem solving, emerged the subthemes, “ enhanced critical thinking ability ” and “ heightened curiosity”. The third thematic area of communication and collaboration yielded, “ improved communication ability ”; “ enhanced team-building capacity ”; “ effective collaboration” and “ improved presentation skills ”, details of which are summarized in Table 1 .

Table 1.

Objective Linked Themes and Student Perceptions of Outcome Case Study Analysis.

Thematic Areas/ObjectivesSubthemes Related to Student Perceptions
1Knowledge DevelopmentSubtheme 1- Deepened understanding of content Subtheme 2-The reduced gap between theory and practice Subtheme 3- Improved test-taking ability
2Critical thinking and problem solvingSubtheme 1- Enhanced critical thinking ability Subtheme 2- Heightened learner curiosity
3Communication and collaborationSubtheme 1- Improved communication ability Subtheme 2- Enhanced team-building capacity Subtheme 3- Effective collaboration ability Subtheme 4- Improved presentation skills

Theme 1: Knowledge Development

In terms of knowledge development, students expressed delight at the inclusion of case study analysis as a method during their regular theory class. The first subtheme related to knowledge development that supports the adoption of the case study approach is its perceived benefit of ‘ deepened understanding of content ’ by the students as vividly described by this participant:

“ I was able to perform well in the in-course exams as this teaching method enhanced my understanding of the content rather than memorizing ” (FGD#3).

The second subtheme related to knowledge development was informed by participants’ observation that teaching them using case study analysis method ‘ reduced the gap between theory and practice’. This participant's claim stem from the realization that, a case study scenario his group analyzed in the previous week helped him and his colleagues to competently deal with a similar situation during clinical placement the following week, as articulated below:

“ You see when I was caring for mothers in antenatal unit, I could understand the condition better and could plan her care well because me and my group already analyzed a similar situation in class last week which the teacher gave us, this made our work easier in the ward”. (FGD#7).

Another student added that:

“ It was useful as what is taught in the theory class could be applied to the clinical cases.”

This ‘theory-practice’ connection was particularly useful in helping students to better understand how to manage patients with different health conditions. Interestingly, the students reported that they were more likely to link a correct nursing care plan to patients whose conditions were close to the case study scenarios they had already studied in class as herein affirmed:

“ …when in the hospital I felt I could perceive the treatment modality and plan for [a particular] nursing care well when I [had] discussed with my team members and referred the textbook resource while performing case study discussion”. (FGD#17).

In a similar way, another student added:

“…I could relate with the condition I have seen in the clinical area. So this has given me a chance to recall the condition and relate the theory to practice”. (FGD#2) .

The other subtheme closely related to case study scenarios as helping to deepen participant's understanding of the course content, is the notion that this teaching strategy also resulted in ‘ improved test taking-ability’ as this participant's verbatim statement confirms:

“ I could answer the questions related to the cases discussed [much] better during in-course exams. Also [the case scenarios] helped me a great deal to critically think and answer my exam papers” (FGD#11).

Theme 2: Critical Thinking and Problem Solving

In this subtheme, students found the case study analysis as an excellent method to learn disease conditions in the two courses. This perceived success with the case study approach is associated with the method's ability to ‘ enhance students’ critical thinking ability’ as this student declares:

“ This method of teaching increased my ability to think critically as the cases are the situations, where we need to think to solve the situation”. (FGD#5)

This enhanced critical thinking ability attributed to case study scenario analysis was also manifested during patient care where students felt it allowed them to experience a “ flow of patient care” leading to better patient management planning as would typically occur during case scenario analysis. In support of this finding, a participant mentioned that:

“ …I could easily connect the flow of patient care provided and hence was able to plan for [his] management as often required during case study discussion” (FGD#12)

Another subtheme linked with this theme is the “ heightened curiosity” associated with the case scenario discussions. It was clear from the findings that the cases aroused curiosity in the mind of the students. This heightened interest meant that during class discussion, baccalaureate nursing students became active learners, eager to discover the next set of action as herein affirmed:

“… from the beginning of discussion with the group, I was eager to find the answer to questions presented and wanted to learn the best way for patient management” (FGD#14)

Theme 3: Communication and Collaboration

In terms of its impact on student communication, the subtheme revealed that case study analysis resulted in “ improved communication ability” among the nursing students . This enhanced ability of students to exchange ideas with each other may be attributed to the close interaction required to discuss and solve their assigned case scenarios as described by the participant below:

“ as [case study analysis] was done in the way of group discussion, I felt me and my friends communicated more within the group as we discussed our condition. We also learnt from each other, and we became better with time.” (FGD#21).

The next subtheme further augments the notion that case study analysis activities helped to “ enhance team-building capacity” of students as this participant affirmatively narrates:

“ students have the opportunity to meet face to face to share their views, opinion, and their experience, as this build on the way they can communicate with each other and respect each other's opinions and enhance team-building”. (FGD#19).

Another subtheme revealed from the findings show that the small groups in which the case analysis occurs allowed the learners to have deeper and more focused conversations with one another, resulting in “ an effective collaboration between students” as herein declared:

“ We could collaborate effectively as we further went into a deep conversation on the case to solve”. (FGD#16).

Similarly, another student noted that:

“ …discussion of case scenarios helped us to prepare better for clinical postings and simulation lab experience” (FGD#5) .

A fourth subtheme related to communication found that students also identified that case study analysis resulted in “ improved presentation skills”. This is attributed in part to the preparation students have to go through as part of their routine case study discussion activities, which include organizing their presentations and justifying and integrating their ideas. Besides readying themselves for case presentations, the advice, motivation, and encouragement such students receive from their faculty members and colleagues makes them better presenters as confirmed below:

“ …teachers gave us enough time to prepare, hence I was able to present in front of the class regarding the finding from our group.” (FGD#16).

In this study, the researches explored learner's perspectives on how one of the active teaching strategies, case study analysis method impacted their knowledge development, critical thinking, and problem solving as well as communication and collaboration ability.

Knowledge Development

In terms of knowledge development, the nursing students perceived case study analysis as contributing toward: (a) deeper understanding of content, (b) reducing gap between theory and practice, and (c) improving test-taking ability. Deeper learning” implies better grasping and retention of course content. It may also imply a deeper understanding of course content combined with learner's ability to apply that understanding to new problems including grasping core competencies expected in future practice situations (Rickles et al., 2019; Rittle-Johnson et al., 2020 ). Deeper learning therefore occurs due to the disequilibrium created by the case scenario, which is usually different from what the learner already knows ( Hattie, 2017 ). Hence, by “forcing” students to compare and discuss various options in the quest to solve the “imbalance” embedded in case scenarios, students dig deeper in their current understanding of a given content including its application to the broader context ( Manalo, 2019 ). This movement to a deeper level of understanding arises from carefully crafted case scenarios that instructors use to stimulate learning in the desired area (Nottingham, 2017; Rittle-Johnson et al., 2020 ). The present study demonstrated that indeed such carefully crafted case study scenarios did encourage students to engage more deeply with course content. This finding supports the call by educators to adopt case study as an effective strategy.

Another finding that case study analysis method helps in “ reducing the gap between theory and practice ” implies that the method helps students to maintain a proper balance between theory and practice, where they can see how theoretical knowledge has direct practical application in the clinical area. Ajani and Moez (2011) argue that to enable students to link theory and practice effectively, nurse educators should introduce them to different aspects of knowledge and practice as with case study analysis. This dual exposure ensures that students are proficient in theory and clinical skills. This finding further amplifies the call for educators to adequately prepare students to match the demands and realities of modern clinical environments ( Hickey, 2010 ). This expectation can be met by ensuring that student's knowledge and skills that are congruent with hospital requirements ( Factor et al., 2017 ) through adoption of case study analysis method which allows integration of clinical knowledge in classroom discussion on regular basis.

The third finding, related to “improved test taking ability”, implies that case study analysis helped them to perform better in their examination, noting that their experience of going through case scenario analysis helped them to answer similar cases discussed in class much better during examinations. Martinez-Rodrigo et al. (2017) report similar findings in a study conducted among Spanish electrical engineering students who were introduced to problem-based cooperative learning strategies, which is similar to case study analysis method. Analysis of student's results showed that their grades and pass rates increased considerably compared to previous years where traditional lecture-based method was used. Similar results were reported by Bonney (2015) in an even earlier study conducted among biology students in Kings Borough community college students, in New York, United States. When student's performance in examination questions covered by case studies was compared with class-room discussions, and text-book reading, case study analysis approach was significantly more effective compared to traditional methods in aiding students’ performance in their examinations. This finding therefore further demonstrates that case study analysis method indeed improves student's test taking ability.

Critical Thinking and Problem Solving

In terms of critical thinking and problem-solving ability, the use of case study analysis resulted in two subthemes: (a) enhanced critical thinking ability and (b) heightened learner curiosity. The “ enhanced critical thinking ability” implies that case analysis increased student's ability to think critically as they navigated through the case scenarios. This observation agrees with the findings of an earlier questionnaire-based study conducted among 145 undergraduate business administration students at Chittagong University, Bangladesh, that showed 81% of respondents agree that case study analysis develops critical thinking ability and enables students to do better problem analysis ( Muhiuddin & Jahan, 2006 ). This observation agrees with the findings of an earlier study conducted among 145 undergraduate business administration students at Chittagong University, Bangladesh. The study showed that 81% of respondents agreed that case study analysis facilitated the development of critical thinking ability in the learners and enabled the students to perform better with problem analysis ( Muhiuddin & Jahan, 2006 ).

More recently, Suwono et al. (2017) found similar results in a quasi-experimental research conducted at a Malaysian university. The research findings showed that there was a significant difference in biological literacy and critical thinking skills between the students taught using socio-biological case-based learning and those taught using traditional lecture-based learning. The researchers concluded that case-based learning enhanced the biological literacy and critical thinking skills of the students. The current study adds to the existing pedagogical knowledge base that case study methodology can indeed help to deepen learner's critical thinking and problem solving ability.

The second subtheme related to “ heightened learner curiosity” seems to suggest that the case studies aroused problem-solving interest in learners. This observation agrees with two earlier studies by Tiwari et al. (2006) and Flanagan and McCausland (2007) who both reported that most students enjoyed case-based teaching. The authors add that the case study method also improved student's clinical reasoning, diagnostic interpretation of patient information as well as their ability to think logically when presented a challenge in the classroom and in the clinical area. Jackson and Ward (2012) similarly reported that first year engineering undergraduates experienced enhanced student motivation. The findings also revealed that the students venturing self-efficacy increased much like their awareness of the importance of key aspects of the course for their future careers. The authors conclude that the case-based method appears to motivate students to autonomously gather, analyze and present data to solve a given case. The researchers observed enhanced personal and collaborative efforts among the learners, including improved communication ability. Further still, learners were more willing to challenge conventional wisdom, and showed higher “softer” skills after exposure to case analysis based teaching method. These findings like that of the current study indicate that teaching using case based analysis approach indeed motivates students to engage more in their learning, there by resulting in deeper learning.

Communication and Collaboration

Case study analysis is also perceived to result in: (a) improved communication ability; (b) enhanced team -building capacity, (c) effective collaboration ability, and (d) enhanced presentation skills. The “ improved communication ability ” manifested in learners being better able to exchange ideas with peers, communicating their views more clearly and collaborating more effectively with their colleagues to address any challenges that arise. Fini et al. (2018) report comparable results in a study involving engineering students who were subjected to case scenario brainstorming activities about sustainability concepts and their implications in transportation engineering in selected courses. The results show that this intervention significantly improved student's communication skills besides their higher-order cognitive, self-efficacy and teamwork skills. The researchers concluded that involving students in brainstorming activities related to problem identification including their practical implications, is an effective teaching strategy. Similarly, a Korean study by Park and Choi (2018) that sought to analyze the effects of case-based communication training involving 112 sophomore nursing students concluded that case-based training program improved the students’ critical thinking ability and communication competence. This finding seems to support further the use of case based teaching as an effective teaching-learning strategy.

The “ enhanced team-building capacity” arose from the opportunity students had in sharing their views, opinions, and experiences where they learned to communicate with each other and respect each other's ideas which further enhance team building. Fini et al. (2018) similarly noted that increased teamwork levels were seen among their study respondents when the researchers subjected engineering students to case scenario based-brainstorming activities as occurs with case study analysis teaching. Likewise, Lairamore et al. (2013) report similar results in their study that showed that case study analysis method increased team work ability and readiness among students from five health disciplines in a US-based study.

The finding that case study analysis teaching method resulted in “ effective collaboration ability” among students manifested as students entered into deep conversation as they solved the case scenarios. Rezaee and Mosalanejad (2015) assert that such innovative learning strategies result in noticeable educational outcomes, such as greater satisfaction with and enjoyment of the learning process ( Wellmon et al., 2012 ). Further, positive attitudes toward learning and collaboration have been noted leading to deeper learning as students prepare for case discussions ( Rezaee & Mosalanejad, 2015 ). This results show that case study analysis can be utilized by educators to foster professional collaboration among their learners, which is one of the key expectations of new graduates today.

The finding associated with “improved presentation skills” is consistent with the results of a descriptive study in Saudi Arabia that compared case study and traditional lectures in the teaching of physiology course to undergraduate nursing students. The researchers found that case-based teaching improved student’ overall knowledge and performance in the course including facilitating the acquisition of skills compared to traditional lectures ( Majeed, 2014 ). Noblitt et al. (2010) report similar findings in their study that compares traditional presentation approach with the case study method for developing and improving student's oral communication skills. This finding extends our understanding that case study method improves learners’ presentation skills.

The study was limited to level third year nursing students belonging to only one college and the sample size, which might limit the transferability of the study findings to other settings.

Implications for Practice

These study findings add to the existing body of knowledge that places case study based teaching as a tested method that promotes perception learning where students’ senses are engaged as a result of the real-life and authentic clinical scenarios ( Malesela, 2009 ), resulting in deeper learning and achievement of long-lasting knowledge ( Fiscus, 2018 ). The students reported that case scenario discussions broadened their perspectives, improved their cooperation capacity and communication with each other. This teaching method, in turn, offers students an opportunity to enhance their judgment and critical thinking skills by applying theory into practice.

These skills are critically important because nurses need to have the necessary knowledge and skills to plan high quality care for their patients to achieve a speedy recovery. In order to attain this educational goal, nurse educators have to prepare students through different student- centered strategies. The findings of our study appear to show that when appropriately used, case-based teaching results in acquisition of disciplinary knowledge manifested by deepened understanding of course content, as well as reducing the gap between theory and practice and enhancing learner's test-taking-ability. The study also showed that cased based teaching enhanced learner's critical thinking ability and curiosity to seek and acquire a deeper knowledge. Finally, the study results indicate that case study analysis results in improved communication and enhanced team-building capacity, collaborative ability and improved oral communication and presentation skills. The study findings and related evidence from literature show that case study analysis is well- suited approach for imparting knowledge and skills in baccalaureate nursing education.

This study evaluated the usefulness of Case Study Analysis as a teaching strategy. We found that this method of teaching helps encourages deeper learning among students. For instructors, it provides the opportunity to tailor learning experiences for students to undertake in depth study in order to stimulate deeper understanding of the desired content. The researchers conclude that if the cases are carefully selected according to the level of the students, and are written realistically and creatively and the group discussions keep students well engaged, case study analysis method is more effective than other traditional lecture methods in facilitating deeper and transferable learning/skills acquisition in undergraduate courses.

Conflict of Interest: The authors declare no conflict of interest.

ORCID iD: Judie Arulappan https://orcid.org/0000-0003-2788-2755

  • Ajani K., Moez S. (2011). Gap between knowledge and practice in nursing . Procedia-Social and Behavioral Sciences , 15 , 3927–3931. 10.1016/j.sbspro.2011.04.396 [ CrossRef ] [ Google Scholar ]
  • Bean J. C. (2011). Engaging ideas: The professor’s guide to integrating writing critical thinking and active-learning in the classroom (2nd ed.). Jossey-Bass. [ Google Scholar ]
  • Bonney K. M. (2015). Case study teaching method improves student performance and perceptions of learning gains . Journal of Microbiology & Biology Education , 16 ( 1 ), 21–28. 10.1128/jmbe.v16i1.846 [ PMC free article ] [ PubMed ] [ CrossRef ] [ Google Scholar ]
  • Braskamp L. A., Ory J. C. (1994). Assessing faculty work: Enhancing individual and institutional performance . Jossey-Bass Higher and Adult Education Series. Jossey-Bass Inc. [ Google Scholar ]
  • Centra J. A. (1993). Reflective faculty evaluation: Enhancing teaching and determining faculty effectiveness . Jossey-Bass. [ Google Scholar ]
  • Chen W., Shah U. V., Brechtelsbauer C. (2019). A framework for hands-on learning in chemical engineering education—training students with the end goal in mind . Education for Chemical Engineers , 28 , 25–29. 10.1016/j.ece.2019.03.002 [ CrossRef ] [ Google Scholar ]
  • Clarke J. (2010). Student centered teaching methods in a Chinese setting . Nurse Education Today , 30 ( 1 ), 15–19. 10.1016/j.nedt.2009.05.009 [ PubMed ] [ CrossRef ] [ Google Scholar ]
  • Eronen L., Kokko S., Sormunen K. (2019). Escaping the subject-based class: A Finnish case study of developing transversal competencies in a transdisciplinary course . The Curriculum Journal , 30 ( 3 ), 264–278. 10.1080/09585176.2019.1568271 [ CrossRef ] [ Google Scholar ]
  • Factor E. M. R., Matienzo E. T., de Guzman A. B. (2017). A square peg in a round hole: Theory-practice gap from the lens of Filipino student nurses . Nurse Education Today , 57 , 82–87. 10.1016/j.nedt.2017.07.004 [ PubMed ] [ CrossRef ] [ Google Scholar ]
  • Farashahi M., Tajeddin M. (2018). Effectiveness of teaching methods in business education: A comparison study on the learning outcomes of lectures, case studies and simulations . The International Journal of Management Education , 16 ( 1 ), 131–142. 10.1016/j.ijme.2018.01.003 [ CrossRef ] [ Google Scholar ]
  • Fini E. H., Awadallah F., Parast M. M., Abu-Lebdeh T. (2018). The impact of project-based learning on improving student learning outcomes of sustainability concepts in transportation engineering courses . European Journal of Engineering Education , 43 ( 3 ), 473–488. 10.1080/03043797.2017.1393045 [ CrossRef ] [ Google Scholar ]
  • Fiscus J. (2018). Reflection in Motion: A Case Study of Reflective Practice in the Composition Classroom [ Doctoral dissertation ]. Source: http://hdl.handle.net/1773/42299 [ Google Scholar ]
  • Flanagan N. A., McCausland L. (2007). Teaching around the cycle: Strategies for teaching theory to undergraduate nursing students . Nursing Education Perspectives , 28 ( 6 ), 310–314. [ PubMed ] [ Google Scholar ]
  • Garrison D. R., Kanuka H. (2004). Blended learning: Uncovering its transformative potential in higher education . The internet and higher education , 7 ( 2 ), 95–105. 10.1016/j.iheduc.2004.02.001 [ CrossRef ] [ Google Scholar ]
  • Hattie J. (2017). Foreword . In Nottingham J. (Ed.), The learning challenge: How to guide your students through the learning pit to achieve deeper understanding . Corwin Press, p. xvii. [ Google Scholar ]
  • Hermens A., Clarke E. (2009). Integrating blended teaching and learning to enhance graduate attributes . Education+ Training , 51 ( 5/6 ), 476–490. [ Google Scholar ]
  • Hickey M. T. (2010). Baccalaureate nursing graduates’ perceptions of their clinical instructional experiences and preparation for practice . Journal of Professional Nursing , 26 ( 1 ), 35–41. 10.1016/j.profnurs.2009.03.001 [ PubMed ] [ CrossRef ] [ Google Scholar ]
  • Hodges C., Moore S., Lockee B., Trust T., Bond A. (2020). The difference between emergency remote teaching and online learning . Educause review , 27 , 1–12. [ Google Scholar ]
  • Jackson N. R., Ward A. E. (2012). Curiosity based learning: Impact study in 1st year electronics undergraduates. 2012 International Conference on Information Technology Based Higher Education and Training (ITHET), Istanbul, pp. 1–6. 10.1109/ITHET.2012.6246005. [ CrossRef ] [ Google Scholar ]
  • Kolb A. Y., Kolb D. A., Passarelli A., Sharma G. (2014). On becoming an experiential educator: The educator role profile . Simulation & Gaming , 45 ( 2 ), 204–234. 10.1177/1046878114534383 [ CrossRef ] [ Google Scholar ]
  • Lairamore C., George-Paschal L., McCullough K., Grantham M., Head D. (2013). A case-based interprofessional education forum improves students’ perspectives on the need for collaboration, teamwork, and communication . MedEdPORTAL, The Journal of Teaching and learning resources , 9 , 10.15766/mep_2374-8265.9484 [ CrossRef ] [ Google Scholar ]
  • Majeed F. (2014). Effectiveness of case based teaching of physiology for nursing students . Journal of Taibah University Medical Sciences , 9 ( 4 ), 289–292. 10.1016/j.jtumed.2013.12.005 [ PMC free article ] [ PubMed ] [ CrossRef ] [ Google Scholar ]
  • Malesela J. M. (2009). Case study as a learning opportunity among nursing students in a university . Health SA Gesondheid (Online) , 14 ( 1 ), 33–38. 10.4102/hsag.v14i1.434 [ CrossRef ] [ Google Scholar ]
  • Malmqvist J., Hellberg K., Möllås G., Rose R., Shevlin M. (2019). Conducting the pilot study: A neglected part of the research process? Methodological findings supporting the importance of piloting in qualitative research studies . International Journal of Qualitative Methods , 18 . 10.1177/1609406919878341 [ CrossRef ] [ Google Scholar ]
  • Manalo E. (ed.). (2019). Deeper learning, dialogic learning, and critical thinking: Research-based strategies for the classroom . Routledge. [ Google Scholar ]
  • Martinez-Rodrigo F., Herrero-De Lucas L. C., De Pablo S., Rey-Boue A. B. (2017). Using PBL to improve educational outcomes and student satisfaction in the teaching of DC/DC and DC/AC converters . IEEE Transactions on Education , 60 ( 3 ), 229–237. 10.1109/TE.2016.2643623 [ CrossRef ] [ Google Scholar ]
  • Matua G. A., Seshan V., Akintola A. A., Thanka A. N. (2014). Strategies for providing effective feedback during preceptorship: Perspectives from an Omani Hospital . Journal of Nursing Education and Practice , 4 ( 10 ), 24. 10.5430/jnep.v4n10p24 [ CrossRef ] [ Google Scholar ]
  • Morgan D. L., Bottorff J. L. (2010). Advancing our craft: Focus group methods and practice . Qualitative Health Research , 20 ( 5 ), 579–581. 10.1177/1049732310364625 [ PubMed ] [ CrossRef ] [ Google Scholar ]
  • MsDade S. A. (1995). Case study pedagogy to advance critical thinking . Teaching psychology , 22 ( 1 ), 9–10. 10.1207/s15328023top2201_3 [ CrossRef ] [ Google Scholar ]
  • Muhiuddin G., Jahan N. (2006). Students’ perception towards case study as a method of learning in the field of business administration’ . The Chittagong University Journal of Business Administration , 21 , 25–41. [ Google Scholar ]
  • Noblitt L., Vance D. E., Smith M. L. D. (2010). A comparison of case study and traditional teaching methods for improvement of oral communication and critical-thinking skills . Journal of College Science Teaching , 39 ( 5 ), 26–32. [ Google Scholar ]
  • Nottingham J. (2017). The learning challenge: How to guide your students through the learning pit to achieve deeper understanding . Corwin Press. [ Google Scholar ]
  • Nowell L. S., Norris J. M., White D. E., Moules N. J. (2017). Thematic analysis: Striving to meet the trustworthiness criteria . International Journal of Qualitative Methods , 16 ( 1 ). 10.1177/1609406917733847 [ CrossRef ] [ Google Scholar ]
  • Nyumba T., Wilson K., Derrick C. J., Mukherjee N. (2018). The use of focus group discussion methodology: Insights from two decades of application in conservation . Methods in Ecology and evolution , 9 ( 1 ), 20–32. 10.1111/2041-210X.12860 [ CrossRef ] [ Google Scholar ]
  • Onweh V. E., Akpan U. T. (2014). Instructional strategies and students academic performance in electrical installation in technical colleges in Akwa Ibom State: Instructional skills for structuring appropriate learning experiences for students . International Journal of Educational Administration and Policy Studies , 6 ( 5 ), 80–86. [ Google Scholar ]
  • Park S. J., Choi H. S. (2018). The effect of case-based SBAR communication training program on critical thinking disposition, communication self-efficacy and communication competence of nursing students . Journal of the Korea Academia-Industrial Cooperation Society , 19 ( 11 ), 426–434. 10.5762/KAIS.2018.19.11.426 [ CrossRef ] [ Google Scholar ]
  • Parker A., Tritter J. (2006). Focus group method and methodology: Current practice and recent debate . International Journal of Research & Method in Education , 29 ( 1 ), 23–37. 10.1080/01406720500537304 [ CrossRef ] [ Google Scholar ]
  • Rezaee R., Mosalanejad L. (2015). The effects of case-based team learning on students’ learning, self-regulation and self-direction . Global Journal of Health Science , 7 ( 4 ), 295. 10.5539/gjhs.v7n4p295 [ PMC free article ] [ PubMed ] [ CrossRef ] [ Google Scholar ]
  • Rickles J., Zeiser K. L., Yang R., O’Day J., Garet M. S. (2019). Promoting deeper learning in high school: Evidence of opportunities and outcomes . Educational Evaluation and Policy Analysis , 41 ( 2 ), 214–234. [ Google Scholar ]
  • Rittle-Johnson B., Star J. R., Durkin K., Loehr A. (2020). Compare and discuss to promote deeper learning. Deeper learning, dialogic learning, and critical thinking: Research-based strategies for the classroom . Routlegde, p. 48. 10.4324/9780429323058-4 [ CrossRef ] [ Google Scholar ]
  • Sajjad S. (2010). Effective teaching methods at higher education level . Pakistan Journal of Special Education , 11 , 29–43. [ Google Scholar ]
  • Saunders B., Sim J., Kingstone T., Baker S., Waterfield J., Bartlam B., Burroughs H., Jinks C. (2018). Saturation in qualitative research: Exploring its conceptualization and operationalization . Quality & Quantity , 52 ( 4 ), 1893–1907. 10.1007/s11135-017-0574-8 [ PMC free article ] [ PubMed ] [ CrossRef ] [ Google Scholar ]
  • Savery J. R. (2019). Comparative pedagogical models of problem based learning . The Wiley Handbook of Problem Based Learning , 81–104. 10.1002/9781119173243.ch4 [ CrossRef ] [ Google Scholar ]
  • Shirani Bidabadi N., Nasr Isfahani A., Rouhollahi A., Khalili R. (2016). Effective teaching methods in higher education: Requirements and barriers . Journal of Advances in Medical Education & Professionalism , 4 ( 4 ), 170–178. [ PMC free article ] [ PubMed ] [ Google Scholar ]
  • Streubert H. J., Carpenter D. R. (2011). Qualitative research in nursing: Advancing the humanistic imperative . Wolters Kluwer. [ Google Scholar ]
  • Suwono H., Pratiwi H. E., Susanto H., Susilo H. (2017). Enhancement of students’ biological literacy and critical thinking of biology through socio-biological case-based learning . JurnalPendidikan IPA Indonesia , 6 ( 2 ), 213–220. 10.15294/jpii.v6i2.9622 [ CrossRef ] [ Google Scholar ]
  • Tiwari A., Lai P., So M., Yuen K. (2006). A comparison of the effects of problem-based learning and lecturing on the development of students’ critical thinking . Medical Education , 40 ( 6 ), 547–554. 10.1111/j.1365-2929.2006.02481.x [ PubMed ] [ CrossRef ] [ Google Scholar ]
  • Wang V., Farmer L. (2008). Adult teaching methods in China and bloom's taxonomy . International Journal for the Scholarship of Teaching and Learning , 2 ( 2 ), n2. 10.20429/ijsotl.2008 [ CrossRef ] [ Google Scholar ]
  • Wellmon R., Gilin B., Knauss L., Linn M. I. (2012). Changes in student attitudes toward interprofessional learning and collaboration arising from a case-based educational experience . Journal of Allied Health , 41 ( 1 ), 26–34. [ PubMed ] [ Google Scholar ]
  • Yajima K., Takahashi S. (2017). Development of evaluation system of AL students . Procedia Computer Science , 112 , 1388–1395. 10.1016/j.procs.2017.08.056 [ CrossRef ] [ Google Scholar ]
  • Yang W. P., Chao C. S. C., Lai W. S., Chen C. H., Shih Y. L., Chiu G. L. (2013). Building a bridge for nursing education and clinical care in Taiwan—using action research and confucian tradition to close the gap . Nurse Education Today , 33 ( 3 ), 199–204. 10.1016/j.nedt.2012.02.016 [ PubMed ] [ CrossRef ] [ Google Scholar ]

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

  • View all journals
  • Explore content
  • About the journal
  • Publish with us
  • Sign up for alerts
  • Open access
  • Published: 08 September 2024

Longitudinal analysis of teacher self-efficacy evolution during a STEAM professional development program: a qualitative case study

  • Haozhe Jiang   ORCID: orcid.org/0000-0002-7870-0993 1 ,
  • Ritesh Chugh   ORCID: orcid.org/0000-0003-0061-7206 2 ,
  • Xuesong Zhai   ORCID: orcid.org/0000-0002-4179-7859 1 , 3   nAff7 ,
  • Ke Wang 4 &
  • Xiaoqin Wang 5 , 6  

Humanities and Social Sciences Communications volume  11 , Article number:  1162 ( 2024 ) Cite this article

80 Accesses

Metrics details

Despite the widespread advocacy for the integration of arts and humanities (A&H) into science, technology, engineering, and mathematics (STEM) education on an international scale, teachers face numerous obstacles in practically integrating A&H into STEM teaching (IAT). To tackle the challenges, a comprehensive five-stage framework for teacher professional development programs focussed on IAT has been developed. Through the use of a qualitative case study approach, this study outlines the shifts in a participant teacher’s self-efficacy following their exposure to each stage of the framework. The data obtained from interviews and reflective analyses were analyzed using a seven-stage inductive method. The findings have substantiated the significant impact of a teacher professional development program based on the framework on teacher self-efficacy, evident in both individual performance and student outcomes observed over eighteen months. The evolution of teacher self-efficacy in IAT should be regarded as an open and multi-level system, characterized by interactions with teacher knowledge, skills and other entrenched beliefs. Building on our research findings, an enhanced model of teacher professional learning is proposed. The revised model illustrates that professional learning for STEAM teachers should be conceived as a continuous and sustainable process, characterized by the dynamic interaction among teaching performance, teacher knowledge, and teacher beliefs. The updated model further confirms the inseparable link between teacher learning and student learning within STEAM education. This study contributes to the existing body of literature on teacher self-efficacy, teacher professional learning models and the design of IAT teacher professional development programs.

Similar content being viewed by others

case study teaching approach

Primary and secondary school teachers’ perceptions of their social science training needs

case study teaching approach

Investigating how subject teachers transition to integrated STEM education: A hybrid qualitative study on primary and middle school teachers

case study teaching approach

The mediating role of teaching enthusiasm in the relationship between mindfulness, growth mindset, and psychological well-being of Chinese EFL teachers

Introduction.

In the past decade, there has been a surge in the advancement and widespread adoption of Science, Technology, Engineering, and Mathematics (STEM) education on a global scale (Jiang et al. 2021 ; Jiang et al. 2022 ; Jiang et al. 2023 ; Jiang et al. 2024a , b ; Zhan et al. 2023 ; Zhan and Niu 2023 ; Zhong et al. 2022 ; Zhong et al. 2024 ). Concurrently, there has been a growing chorus of advocates urging the integration of Arts and Humanities (A&H) into STEM education (e.g., Alkhabra et al. 2023 ; Land 2020 ; Park and Cho 2022 ; Uştu et al. 2021 ; Vaziri and Bradburn 2021 ). STEM education is frequently characterized by its emphasis on logic and analysis; however, it may be perceived as deficient in emotional and intuitive elements (Ozkan and Umdu Topsakal 2021 ). Through the integration of Arts and Humanities (A&H), the resulting STEAM approach has the potential to become more holistic, incorporating both rationality and emotional intelligence (Ozkan and Umdu Topsakal 2021 ). Many studies have confirmed that A&H can help students increase interest and develop their understanding of the contents in STEM fields, and thus, A&H can attract potential underrepresented STEM learners such as female students and minorities (Land 2020 ; Park and Cho 2022 ; Perignat and Katz-Buonincontro 2019 ). Despite the increasing interest in STEAM, the approaches to integrating A&H, which represent fundamentally different disciplines, into STEM are theoretically and practically ambiguous (Jacques et al. 2020 ; Uştu et al. 2021 ). Moreover, studies have indicated that the implementation of STEAM poses significant challenges, with STEM educators encountering difficulties in integrating A&H into their teaching practices (e.g., Boice et al. 2021 ; Duong et al. 2024 ; Herro et al. 2019 ; Jacques et al. 2020 ; Park and Cho 2022 ; Perignat and Katz-Buonincontro 2019 ). Hence, there is a pressing need to provide STEAM teachers with effective professional training.

Motivated by this gap, this study proposes a novel five-stage framework tailored for teacher professional development programs specifically designed to facilitate the integration of A&H into STEM teaching (IAT). Following the establishment of this framework, a series of teacher professional development programs were implemented. To explain the framework, a qualitative case study is employed, focusing on examining a specific teacher professional development program’s impact on a pre-service teacher’s self-efficacy. The case narratives, with a particular focus on the pre-service teacher’s changes in teacher self-efficacy, are organized chronologically, delineating stages before and after each stage of the teacher professional development program. More specifically, meaningful vignettes of the pre-service teacher’s learning and teaching experiences during the teacher professional development program are offered to help understand the five-stage framework. This study contributes to understanding teacher self-efficacy, teacher professional learning model and the design of IAT teacher professional development programs.

Theoretical background

The conceptualization of steam education.

STEM education can be interpreted through various lenses (e.g., Jiang et al. 2021 ; English 2016 ). As Li et al. (2020) claimed, on the one hand, STEM education can be defined as individual STEM disciplinary-based education (i.e., science education, technology education, engineering education and mathematics education). On the other hand, STEM education can also be defined as interdisciplinary or cross-disciplinary education where individual STEM disciplines are integrated (Jiang et al. 2021 ; English 2016 ). In this study, we view it as individual disciplinary-based education separately in science, technology, engineering and mathematics (English 2016 ).

STEAM education emerged as a new pedagogy during the Americans for the Arts-National Policy Roundtable discussion in 2007 (Perignat and Katz-Buonincontro 2019 ). This pedagogy was born out of the necessity to enhance students’ engagement, foster creativity, stimulate innovation, improve problem-solving abilities, and cultivate employability skills such as teamwork, communication and adaptability (Perignat and Katz-Buonincontro 2019 ). In particular, within the framework of STEAM education, the ‘A’ should be viewed as a broad concept that represents arts and humanities (A&H) (Herro and Quigley 2016 ; de la Garza 2021 , Park and Cho 2022 ). This conceptualization emphasizes the need to include humanities subjects alongside arts (Herro and Quigley 2016 ; de la Garza 2021 ; Park and Cho 2022 ). Sanz-Camarero et al. ( 2023 ) listed some important fields of A&H, including physical arts, fine arts, manual arts, sociology, politics, philosophy, history, psychology and so on.

In general, STEM education does not necessarily entail the inclusion of all STEM disciplines collectively (Ozkan and Umdu Topsakal 2021 ), and this principle also applies to STEAM education (Gates 2017 ; Perignat and Katz-Buonincontro 2019 ; Quigley et al. 2017 ; Smith and Paré 2016 ). As an illustration, Smith and Paré ( 2016 ) described a STEAM activity in which pottery (representing A&H) and mathematics were integrated, while other STEAM elements such as science, technology and engineering were not included. In our study, STEAM education is conceptualized as an interdisciplinary approach that involves the integration of one or more components of A&H into one or more STEM school subjects within educational activities (Ozkan and Umdu Topsakal 2021 ; Vaziri and Bradburn 2021 ). Notably, interdisciplinary collaboration entails integrating one or more elements from arts and humanities (A&H) with one or more STEM school subjects, cohesively united by a shared theme while maintaining their distinct identities (Perignat and Katz-Buonincontro 2019 ).

In our teacher professional development programs, we help mathematics, technology, and science pre-service teachers integrate one component of A&H into their disciplinary-based teaching practices. For instance, we help mathematics teachers integrate history (a component of A&H) into mathematics teaching. In other words, in our study, integrating A&H into STEM teaching (IAT) can be defined as integrating one component of A&H into the teaching of one of the STEM school subjects. The components of A&H and the STEM school subject are brought together under a common theme, but each of them remains discrete. Engineering is not taught as an individual subject in the K-12 curriculum in mainland China. Therefore, A&H is not integrated into engineering teaching in our teacher professional development programs.

Self-efficacy and teacher self-efficacy

Self-efficacy was initially introduced by Bandura ( 1977 ) as a key concept within his social cognitive theory. Bandura ( 1997 ) defined self-efficacy as “people’s beliefs about their capabilities to produce designated levels of performance that exercise influence over events that affect their lives” (p. 71). Based on Bandura’s ( 1977 ) theory, Tschannen-Moran et al. ( 1998 ) defined the concept of teacher self-efficacy Footnote 1 as “a teacher’s belief in her or his ability to organize and execute the courses of action required to successfully accomplish a specific teaching task in a particular context” (p. 233). Blonder et al. ( 2014 ) pointed out that this definition implicitly included teachers’ judgment of their ability to bring about desired outcomes in terms of students’ engagement and learning. Moreover, OECD ( 2018 ) defined teacher self-efficacy as “the beliefs that teachers have of their ability to enact certain teaching behavior that influences students’ educational outcomes, such as achievement, interest, and motivation” (p. 51). This definition explicitly included two dimensions: teachers’ judgment of the ability related to their teaching performance (i.e., enacting certain teaching behavior) and their influence on student outcomes.

It is argued that teacher self-efficacy should not be regarded as a general or overarching construct (Zee et al. 2017 ; Zee and Koomen 2016 ). Particularly, in the performance-driven context of China, teachers always connect their beliefs in their professional capabilities with the educational outcomes of their students (Liu et al. 2018 ). Therefore, we operationally conceptualize teacher self-efficacy as having two dimensions: self-efficacy in individual performance and student outcomes (see Table 1 ).

Most importantly, given its consistent association with actual teaching performance and student outcomes (Bray-Clark and Bates 2003 ; Kelley et al. 2020 ), teacher self-efficacy is widely regarded as a pivotal indicator of teacher success (Kelley et al. 2020 ). Moreover, the enhancement of teaching self-efficacy reflects the effectiveness of teacher professional development programs (Bray-Clark and Bates 2003 ; Kelley et al. 2020 ; Wong et al. 2022 ; Zhou et al. 2023 ). For instance, Zhou et al. ( 2023 ) claimed that in STEM teacher education, effective teacher professional development programs should bolster teachers’ self-efficacy “in teaching the content in the STEM discipline” (p. 2).

It has been documented that teachers frequently experience diminished confidence and comfort when teaching subject areas beyond their expertise (Kelley et al. 2020 ; Stohlmann et al. 2012 ). This diminished confidence extends to their self-efficacy in implementing interdisciplinary teaching approaches, such as integrated STEM teaching and IAT (Kelley et al. 2020 ). For instance, Geng et al. ( 2019 ) found that STEM teachers in Hong Kong exhibited low levels of self-efficacy, with only 5.53% of teachers rating their overall self-efficacy in implementing STEM education as higher than a score of 4 out of 5. Additionally, Hunter-Doniger and Sydow ( 2016 ) found that teachers may experience apprehension and lack confidence when incorporating A&H elements into the classroom context, particularly within the framework of IAT. Considering the critical importance of teacher self-efficacy in STEM and STEAM education (Kelley et al. 2020 ; Zakariya, 2020 ; Zhou et al. 2023 ), it is necessary to explore effective measures, frameworks and teacher professional development programs to help teachers improve their self-efficacy regarding interdisciplinary teaching (e.g., IAT).

Teacher professional learning models

The relationship between teachers’ professional learning and students’ outcomes (such as achievements, skills and attitudes) has been a subject of extensive discussion and research for many years (Clarke and Hollingsworth 2002 ). For instance, Clarke and Hollingsworth ( 2002 ) proposed and validated the Interconnected Model of Professional Growth, which illustrates that teacher professional development is influenced by the interaction among four interconnected domains: the personal domain (teacher knowledge, beliefs and attitudes), the domain of practice (professional experimentation), the domain of consequence (salient outcomes), and the external domain (sources of information, stimulus or support). Sancar et al. ( 2021 ) emphasized that teachers’ professional learning or development never occurs independently. In practice, this process is inherently intertwined with many variables, including student outcomes, in various ways (Sancar et al. 2021 ). However, many current teacher professional development programs exclude real in-class teaching and fail to establish a comprehensive link between teachers’ professional learning and student outcomes (Cai et al. 2020 ; Sancar et al. 2021 ). Sancar et al. ( 2021 ) claimed that exploring the complex relationships between teachers’ professional learning and student outcomes should be grounded in monitoring and evaluating real in-class teaching, rather than relying on teachers’ self-assessment. It is essential to understand these relationships from a holistic perspective within the context of real classroom teaching (Sancar et al. 2021 ). However, as Sancar et al. ( 2021 ) pointed out, such efforts in teacher education are often considered inadequate. Furthermore, in the field of STEAM education, such efforts are further exacerbated.

Cai et al. ( 2020 ) proposed a teacher professional learning model where student outcomes are emphasized. This model was developed based on Cai ( 2017 ), Philipp ( 2007 ) and Thompson ( 1992 ). It has also been used and justified in a series of teacher professional development programs (e.g., Calabrese et al. 2024 ; Hwang et al. 2024 ; Marco and Palatnik 2024 ; Örnek and Soylu 2021 ). The model posits that teachers typically increase their knowledge and modify their beliefs through professional teacher learning, subsequently improving their classroom instruction, enhancing teaching performance, and ultimately fostering improved student learning outcomes (Cai et al. 2020 ). Notably, this model can be updated in several aspects. Firstly, prior studies have exhibited the interplay between teacher knowledge and beliefs (e.g., Basckin et al. 2021 ; Taimalu and Luik 2019 ). This indicates that the increase in teacher knowledge and the change in teacher belief may not be parallel. The two processes can be intertwined. Secondly, the Interconnected Model of Professional Growth highlights that the personal domain and the domain of practice are interconnected (Clarke and Hollingsworth 2002 ). Liu et al. ( 2022 ) also confirmed that improvements in classroom instruction may, in turn, influence teacher beliefs. This necessitates a reconsideration of the relationships between classroom instruction, teacher knowledge and teacher beliefs in Cai et al.’s ( 2020 ) model. Thirdly, the Interconnected Model of Professional Growth also exhibits the connections between the domain of consequence and the personal domain (Clarke and Hollingsworth 2002 ). Hence, the improvement of learning outcomes may signify the end of teacher learning. For instance, students’ learning feedback may be a vital source of teacher self-efficacy (Bandura 1977 ). Therefore, the improvement of student outcomes may, in turn, affect teacher beliefs. The aforementioned arguments highlight the need for an updated model that integrates Cai et al.’s ( 2020 ) teacher professional learning model with Clarke and Hollingsworth’s ( 2002 ) Interconnected Model of Professional Growth. This integration may provide a holistic view of the teacher’s professional learning process, especially within the complex contexts of STEAM teacher education.

The framework for teacher professional development programs of integrating arts and humanities into STEM teaching

In this section, we present a framework for IAT teacher professional development programs, aiming to address the practical challenges associated with STEAM teaching implementation. Our framework incorporates the five features of effective teacher professional development programs outlined by Archibald et al. ( 2011 ), Cai et al. ( 2020 ), Darling-Hammond et al. ( 2017 ), Desimone and Garet ( 2015 ) and Roth et al. ( 2017 ). These features include: (a) alignment with shared goals (e.g., school, district, and national policies and practice), (b) emphasis on core content and modeling of teaching strategies for the content, (c) collaboration among teachers within a community, (d) adequate opportunities for active learning of new teaching strategies, and (e) embedded follow-up and continuous feedback. It is worth noting that two concepts, namely community of practice and lesson study, have been incorporated into our framework. Below, we delineate how these features are reflected in our framework.

(a) The Chinese government has issued a series of policies to facilitate STEAM education in K-12 schools (Jiang et al. 2021 ; Li and Chiang 2019 ; Lyu et al. 2024 ; Ro et al. 2022 ). The new curriculum standards released in 2022 mandate that all K-12 teachers implement interdisciplinary teaching, including STEAM education. Our framework for teacher professional development programs, which aims to help teachers integrate A&H into STEM teaching, closely aligns with these national policies and practices supporting STEAM education in K-12 schools.

(b) The core content of the framework is IAT. Specifically, as A&H is a broad concept, we divide it into several subcomponents, such as history, culture, and visual and performing arts (e.g., drama). We are implementing a series of teacher professional development programs to help mathematics, technology and science pre-service teachers integrate these subcomponents of A&H into their teaching Footnote 2 . Notably, pre-service teachers often lack teaching experience, making it challenging to master and implement new teaching strategies. Therefore, our framework provides five step-by-step stages designed to help them effectively model the teaching strategies of IAT.

(c) Our framework advocates for collaboration among teachers within a community of practice. Specifically, a community of practice is “a group of people who share an interest in a domain of human endeavor and engage in a process of collective learning that creates bonds between them” (Wenger et al. 2002 , p. 1). A teacher community of practice can be considered a group of teachers “sharing and critically observing their practices in growth-promoting ways” (Näykki et al. 2021 , p. 497). Long et al. ( 2021 ) claimed that in a teacher community of practice, members collaboratively share their teaching experiences and work together to address teaching problems. Our community of practice includes three types of members. (1) Mentors: These are professors and experts with rich experience in helping pre-service teachers practice IAT. (2) Pre-service teachers: Few have teaching experience before the teacher professional development programs. (3) In-service teachers: All in-service teachers are senior teachers with rich teaching experience. All the members work closely together to share and improve their IAT practice. Moreover, our community includes not only mentors and in-service teachers but also pre-service teachers. We encourage pre-service teachers to collaborate with experienced in-service teachers in various ways, such as developing IAT lesson plans, writing IAT case reports and so on. In-service teachers can provide cognitive and emotional support and share their practical knowledge and experience, which may significantly benefit the professional growth of pre-service teachers (Alwafi et al. 2020 ).

(d) Our framework offers pre-service teachers various opportunities to engage in lesson study, allowing them to actively design and implement IAT lessons. Based on the key points of effective lesson study outlined by Akiba et al. ( 2019 ), Ding et al. ( 2024 ), and Takahashi and McDougal ( 2016 ), our lesson study incorporates the following seven features. (1) Study of IAT materials: Pre-service teachers are required to study relevant IAT materials under the guidance of mentors. (2) Collaboration on lesson proposals: Pre-service teachers should collaborate with in-service teachers to develop comprehensive lesson proposals. (3) Observation and data collection: During the lesson, pre-service teachers are required to carefully observe and collect data on student learning and development. (4) Reflection and analysis: Pre-service teachers use the collected data to reflect on the lesson and their teaching effects. (5) Lesson revision and reteaching: If needed, pre-service teachers revise and reteach the lesson based on their reflections and data analysis. (6) Mentor and experienced in-service teacher involvement: Mentors and experienced in-service teachers, as knowledgeable others, are involved throughout the lesson study process. (7) Collaboration on reporting: Pre-service teachers collaborate with in-service teachers to draft reports and disseminate the results of the lesson study. Specifically, recognizing that pre-service teachers often lack teaching experience, we do not require them to complete all the steps of lesson study independently at once. Instead, we guide them through the lesson study process in a step-by-step manner, allowing them to gradually build their IAT skills and confidence. For instance, in Stage 1, pre-service teachers primarily focus on studying IAT materials. In Stage 2, they develop lesson proposals, observe and collect data, and draft reports. However, the implementation of IAT lessons is carried out by in-service teachers. This approach prevents pre-service teachers from experiencing failures due to their lack of teaching experience. In Stage 3, pre-service teachers implement, revise, and reteach IAT lessons, experiencing the lesson study process within a simulated environment. In Stage 4, pre-service teachers engage in lesson study in an actual classroom environment. However, their focus is limited to one micro-course during each lesson study session. It is not until the fifth stage that they experience a complete lesson study in an actual classroom environment.

(e) Our teacher professional development programs incorporate assessments specifically designed to evaluate pre-service teachers’ IAT practices. We use formative assessments to measure their understanding and application of IAT strategies. Pre-service teachers receive ongoing and timely feedback from peers, mentors, in-service teachers, and students, which helps them continuously refine their IAT practices throughout the program. Recognizing that pre-service teachers often have limited contact with real students and may not fully understand students’ learning needs, processes and outcomes, our framework requires them to actively collect and analyze student feedback. By doing so, they can make informed improvements to their instructional practice based on student feedback.

After undergoing three rounds of theoretical and practical testing and revision over the past five years, we have successfully finalized the optimization of the framework design (Zhou 2021 ). Throughout each cycle, we collected feedback from both participants and researchers on at least three occasions. Subsequently, we analyzed this feedback and iteratively refined the framework. For example, we enlisted the participation of in-service teachers to enhance the implementation of STEAM teaching, extended practice time through micro-teaching sessions, and introduced a stage of micro-course development within the framework to provide more opportunities for pre-service teachers to engage with real teaching situations. In this process, we continuously improved the coherence between each stage of the framework, ensuring that they mutually complement one another. The five-stage framework is described as follows.

Stage 1 Literature study

Pre-service teachers are provided with a series of reading materials from A&H. On a weekly basis, two pre-service teachers are assigned to present their readings and reflections to the entire group, followed by critical discussions thereafter. Mentors and all pre-service teachers discuss and explore strategies for translating the original A&H materials into viable instructional resources suitable for classroom use. Subsequently, pre-service teachers select topics of personal interest for further study under mentor guidance.

Stage 2 Case learning

Given that pre-service teachers have no teaching experience, collaborative efforts between in-service teachers and pre-service teachers are undertaken to design IAT lesson plans. Subsequently, the in-service teachers implement these plans. Throughout this process, pre-service teachers are afforded opportunities to engage in lesson plan implementation. Figure 1 illustrates the role of pre-service teachers in case learning. In the first step, pre-service teachers read about materials related to A&H, select suitable materials, and report their ideas on IAT lesson design to mentors, in-service teachers, and fellow pre-service teachers.

figure 1

Note: A&H refers to arts and humanities.

In the second step, they liaise with the in-service teachers responsible for implementing the lesson plan, discussing the integration of A&H into teaching practices. Pre-service teachers then analyze student learning objectives aligned with curriculum standards, collaboratively designing the IAT lesson plan with in-service teachers. Subsequently, pre-service teachers present lesson plans for feedback from mentors and other in-service teachers.

In the third step, pre-service teachers observe the lesson plan’s implementation, gathering and analyzing feedback from students and in-service teachers using an inductive approach (Merriam 1998 ). Feedback includes opinions on the roles and values of A&H, perceptions of the teaching effect, and recommendations for lesson plan implementation and modification. The second and third steps may iterate multiple times to refine the IAT lesson plan. In the fourth step, pre-service teachers consolidate all data, including various versions of teaching instructions, classroom videos, feedback, and discussion notes, composing reflection notes. Finally, pre-service teachers collaborate with in-service teachers to compile the IAT case report and submit it for publication.

Stage 3 Micro-teaching

Figure 2 illustrates the role of pre-service teachers in micro-teaching. Before entering the micro-classrooms Footnote 3 , all the discussions and communications occur within the pre-service teacher group, excluding mentors and in-service teachers. After designing the IAT lesson plan, pre-service teachers take turns implementing 40-min lesson plans in a simulated micro-classroom setting. Within this simulated environment, one pre-service teacher acts as the teacher, while others, including mentors, in-service teachers, and other fellow pre-service teachers, assume the role of students Footnote 4 . Following the simulated teaching, the implementer reviews the video of their session and self-assesses their performance. Subsequently, the implementer receives feedback from other pre-service teachers, mentors, and in-service teachers. Based on this feedback, the implementer revisits steps 2 and 3, revising the lesson plan and conducting the simulated teaching again. This iterative process typically repeats at least three times until the mentors, in-service teachers, and other pre-service teachers are satisfied with the implementation of the revised lesson plan. Finally, pre-service teachers complete reflection notes and submit a summary of their reflections on the micro-teaching experience. Each pre-service teacher is required to choose at least three topics and undergo at least nine simulated teaching sessions.

figure 2

Stage 4 Micro-course development

While pre-service teachers may not have the opportunity to execute the whole lesson plans in real classrooms, they can design and create five-minute micro-courses Footnote 5 before class, subsequently presenting these videos to actual students. The process of developing micro-courses closely mirrors that of developing IAT cases in the case learning stage (see Fig. 1 ). However, in Step 3, pre-service teachers assume dual roles, not only as observers of IAT lesson implementation but also as implementers of a five-minute IAT micro-course.

Stage 5 Classroom teaching

Pre-service teachers undertake the implementation of IAT lesson plans independently, a process resembling micro-teaching (see Fig. 2 ). However, pre-service teachers engage with real school students in partner schools Footnote 6 instead of simulated classrooms. Furthermore, they collect feedback not only from the mentors, in-service teachers, and fellow pre-service teachers but also from real students.

To provide our readers with a better understanding of the framework, we provide meaningful vignettes of a pre-service teacher’s learning and teaching experiences in one of the teacher professional development programs based on the framework. In addition, we choose teacher self-efficacy as an indicator to assess the framework’s effectiveness, detailing the pre-service teacher’s changes in teacher self-efficacy.

Research design

Research method.

Teacher self-efficacy can be measured both quantitatively and qualitatively (Bandura 1986 , 1997 ; Lee and Bobko 1994 ; Soprano and Yang 2013 ; Unfried et al. 2022 ). However, researchers and theorists in the area of teacher self-efficacy have called for more qualitative and longitudinal studies (Klassen et al. 2011 ). As some critiques stated, most studies were based on correlational and cross-sectional data obtained from self-report surveys, and qualitative studies of teacher efficacy were overwhelmingly neglected (Henson 2002 ; Klassen et al. 2011 ; Tschannen-Moran et al. 1998 ; Xenofontos and Andrews 2020 ). There is an urgent need for more longitudinal studies to shed light on the development of teacher efficacy (Klassen et al. 2011 ; Xenofontos and Andrews 2020 ).

This study utilized a longitudinal qualitative case study methodology to delve deeply into the context (Jiang et al. 2021 ; Corden and Millar 2007 ; Dicks et al. 2023 ; Henderson et al. 2012 ; Matusovich et al. 2010 ; Shirani and Henwood 2011 ), presenting details grounded in real-life situations and analyzing the inner relationships rather than generalize findings about the change of a large group of pre-service teachers’ self-efficacy.

Participant

This study forms a component of a broader multi-case research initiative examining teachers’ professional learning in the STEAM teacher professional development programs in China (Jiang et al. 2021 ; Wang et al. 2018 ; Wang et al. 2024 ). Within this context, one participant, Shuitao (pseudonym), is selected and reported in this current study. Shuitao was a first-year graduate student at a first-tier Normal university in Shanghai, China. Normal universities specialize in teacher education. Her graduate major was mathematics curriculum and instruction. Teaching practice courses are offered to students in this major exclusively during their third year of study. The selection of Shuitao was driven by three primary factors. Firstly, Shuitao attended the entire teacher professional development program and actively engaged in nearly all associated activities. Table 2 illustrates the timeline of the five stages in which Shuitao was involved. Secondly, her undergraduate major was applied mathematics, which was not related to mathematics teaching Footnote 7 . She possessed no prior teaching experience and had not undergone any systematic study of IAT before her involvement in the teacher professional development program. Thirdly, her other master’s courses during her first two years of study focused on mathematics education theory and did not include IAT Footnote 8 . Additionally, she scarcely participated in any other teaching practice outside of the teacher professional development program. As a pre-service teacher, Shuitao harbored a keen interest in IAT. Furthermore, she discovered that she possessed fewer teaching skills compared to her peers who had majored in education during their undergraduate studies. Hence, she had a strong desire to enhance her teaching skills. Consequently, Shuitao decided to participate in our teacher professional development program.

Shuitao was grouped with three other first-year graduate students during the teacher professional development program. She actively collaborated with them at every stage of the program. For instance, they advised each other on their IAT lesson designs, observed each other’s IAT practice and offered constructive suggestions for improvement.

Research question

Shuitao was a mathematics pre-service teacher who participated in one of our teacher professional development programs, focusing on integrating history into mathematics teaching (IHT) Footnote 9 . Notably, this teacher professional development program was designed based on our five-stage framework for teacher professional development programs of IAT. To examine the impact of this teacher professional development program on Shuitao’s self-efficacy related to IHT, this case study addresses the following research question:

What changes in Shuitao’s self-efficacy in individual performance regarding integrating history into mathematics teaching (SE-IHT-IP) may occur through participation in the teacher professional development program?

What changes in Shuitao’s self-efficacy in student outcomes regarding integrating history into mathematics teaching (SE-IHT-SO) may occur through participation in the teacher professional development program?

Data collection and analysis

Before Shuitao joined the teacher professional development program, a one-hour preliminary interview was conducted to guide her in self-narrating her psychological and cognitive state of IHT.

During the teacher professional development program, follow-up unstructured interviews were conducted once a month with Shuitao. All discussions in the development of IHT cases were recorded, Shuitao’s teaching and micro-teaching were videotaped, and the reflection notes, journals, and summary reports written by Shuitao were collected.

After completing the teacher professional development program, Shuitao participated in a semi-structured three-hour interview. The objectives of this interview were twofold: to reassess her self-efficacy and to explore the relationship between her self-efficacy changes and each stage of the teacher professional development program.

Interview data, discussions, reflection notes, journals, summary reports and videos, and analysis records were archived and transcribed before, during, and after the teacher professional development program.

In this study, we primarily utilized data from seven interviews: one conducted before the teacher professional development program, five conducted after each stage of the program, and one conducted upon completion of the program. Additionally, we reviewed Shuitao’s five reflective notes, which were written after each stage, as well as her final summary report that encompassed the entire teacher professional development program.

Merriam’s ( 1998 ) approach to coding data and inductive approach to retrieving possible concepts and themes were employed using a seven-stage method. Considering theoretical underpinnings in qualitative research is common when interpreting data (Strauss and Corbin 1990 ). First, a list based on our conceptual framework of teacher self-efficacy (see Table 1 ) was developed. The list included two codes (i.e., SE-IHT-IP and SE-IHT-SO). Second, all data were sorted chronologically, read and reread to be better understood. Third, texts were coded into multi-colored highlighting and comment balloons. Fourth, the data for groups of meanings, themes, and behaviors were examined. How these groups were connected within the conceptual framework of teacher self-efficacy was confirmed. Fifth, after comparing, confirming, and modifying, the selective codes were extracted and mapped onto the two categories according to the conceptual framework of teacher self-efficacy. Accordingly, changes in SE-IHT-IP and SE-IHT-SO at the five stages of the teacher professional development program were identified, respectively, and then the preliminary findings came (Strauss and Corbin 1990 ). In reality, in Shuitao’s narratives, SE-IHT-IP and SE-IHT-SO were frequently intertwined. Through our coding process, we differentiated between SE-IHT-IP and SE-IHT-SO, enabling us to obtain a more distinct understanding of how these two aspects of teacher self-efficacy evolved over time. This helped us address the two research questions effectively.

Reliability and validity

Two researchers independently analyzed the data to establish inter-rater reliability. The inter-rater reliability was established as kappa = 0.959. Stake ( 1995 ) suggested that the most critical assertions in a study require the greatest effort toward confirmation. In this study, three methods served this purpose and helped ensure the validity of the findings. The first way to substantiate the statement about the changes in self-efficacy was by revisiting each transcript to confirm whether the participant explicitly acknowledged the changes (Yin 2003 ). Such a check was repeated in the analysis of this study. The second way to confirm patterns in the data was by examining whether Shuitao’s statements were replicated in separate interviews (Morris and Usher 2011 ). The third approach involved presenting the preliminary conclusions to Shuitao and affording her the opportunity to provide feedback on the data and conclusions. This step aimed to ascertain whether we accurately grasped the true intentions of her statements and whether our subjective interpretations inadvertently influenced our analysis of her statements. Additionally, data from diverse sources underwent analysis by at least two researchers, with all researchers reaching consensus on each finding.

As each stage of our teacher professional development programs spanned a minimum of three months, numerous documented statements regarding the enhancement of Shuitao’s self-efficacy regarding IHT were recorded. Notably, what we present here offers only a concise overview of findings derived from our qualitative analysis. The changes in Shuitao’s SE-IHT-IP and SE-IHT-SO are organized chronologically, delineating the period before and during the teacher professional development program.

Before the teacher professional development program: “I have no confidence in IHT”

Before the teacher professional development program, Shuitao frequently expressed her lack of confidence in IHT. On the one hand, Shuitao expressed considerable apprehension about her individual performance in IHT. “How can I design and implement IHT lesson plans? I do not know anything [about it]…” With a sense of doubt, confusion and anxiety, Shuitao voiced her lack of confidence in her ability to design and implement an IHT case that would meet the requirements of the curriculum standards. Regarding the reasons for her lack of confidence, Shuitao attributed it to her insufficient theoretical knowledge and practical experience in IHT:

I do not know the basic approaches to IHT that I could follow… it is very difficult for me to find suitable historical materials… I am very confused about how to organize [historical] materials logically around the teaching goals and contents… [Furthermore,] I am [a] novice, [and] I have no IHT experience.

On the other hand, Shuitao articulated very low confidence in the efficacy of her IHT on student outcomes:

I think my IHT will have a limited impact on student outcomes… I do not know any specific effects [of history] other than making students interested in mathematics… In fact, I always think it is difficult for [my] students to understand the history… If students cannot understand [the history], will they feel bored?

This statement suggests that Shuitao did not fully grasp the significance of IHT. In fact, she knew little about the educational significance of history for students, and she harbored no belief that her IHT approach could positively impact students. In sum, her SE-IHT-SO was very low.

After stage 1: “I can do well in the first step of IHT”

After Stage 1, Shuitao indicated a slight improvement in her confidence in IHT. She attributed this improvement to her acquisition of theoretical knowledge in IHT, the approaches for selecting history-related materials, and an understanding of the educational value of history.

One of Shuitao’s primary concerns about implementing IHT before the teacher professional development program was the challenge of sourcing suitable history-related materials. However, after Stage 1, Shuitao explicitly affirmed her capability in this aspect. She shared her experience of organizing history-related materials related to logarithms as an example.

Recognizing the significance of suitable history-related materials in effective IHT implementation, Shuitao acknowledged that conducting literature studies significantly contributed to enhancing her confidence in undertaking this initial step. Furthermore, she expressed increased confidence in designing IHT lesson plans by utilizing history-related materials aligned with teaching objectives derived from the curriculum standards. In other words, her SE-IHT-IP was enhanced. She said:

After experiencing multiple discussions, I gradually know more about what kinds of materials are essential and should be emphasized, what kinds of materials should be adapted, and what kinds of materials should be omitted in the classroom instructions… I have a little confidence to implement IHT that could meet the requirements [of the curriculum standards] since now I can complete the critical first step [of IHT] well…

However, despite the improvement in her confidence in IHT following Stage 1, Shuitao also expressed some concerns. She articulated uncertainty regarding her performance in the subsequent stages of the teacher professional development program. Consequently, her confidence in IHT experienced only a modest increase.

After stage 2: “I participate in the development of IHT cases, and my confidence is increased a little bit more”

Following Stage 2, Shuitao reported further increased confidence in IHT. She attributed this growth to two main factors. Firstly, she successfully developed several instructional designs for IHT through collaboration with in-service teachers. These collaborative experiences enabled her to gain a deeper understanding of IHT approaches and enhance her pedagogical content knowledge in this area, consequently bolstering her confidence in her ability to perform effectively. Secondly, Shuitao observed the tangible impact of IHT cases on students in real classroom settings, which reinforced her belief in the efficacy of IHT. These experiences instilled in her a greater sense of confidence in her capacity to positively influence her students through her implementation of IHT. Shuitao remarked that she gradually understood how to integrate suitable history-related materials into her instructional designs (e.g., employ a genetic approach Footnote 10 ), considering it as the second important step of IHT. She shared her experience of developing IHT instructional design on the concept of logarithms. After creating several iterations of IHT instructional designs, Shuitao emphasized that her confidence in SE-IHT-IP has strengthened. She expressed belief in her ability to apply these approaches to IHT, as well as the pedagogical content knowledge of IHT, acquired through practical experience, in her future teaching endeavors. The following is an excerpt from the interview:

I learned some effective knowledge, skills, techniques and approaches [to IHT]… By employing these approaches, I thought I could [and] I had the confidence to integrate the history into instructional designs very well… For instance, [inspired] by the genetic approach, we designed a series of questions and tasks based on the history of logarithms. The introduction of the new concept of logarithms became very natural, and it perfectly met the requirements of our curriculum standards, [which] asked students to understand the necessity of learning the concept of logarithms…

Shuitao actively observed the classroom teaching conducted by her cooperating in-service teacher. She helped her cooperating in-service teacher in collecting and analyzing students’ feedback. Subsequently, discussions ensued on how to improve the instructional designs based on this feedback. The refined IHT instructional designs were subsequently re-implemented by the in-service teacher. After three rounds of developing IHT cases, Shuitao became increasingly convinced of the significance and efficacy of integrating history into teaching practices, as evidenced by the following excerpt:

The impacts of IHT on students are visible… For instance, more than 93% of the students mentioned in the open-ended questionnaires that they became more interested in mathematics because of the [historical] story of Napier… For another example, according to the results of our surveys, more than 75% of the students stated that they knew log a ( M  +  N ) = log a M  × log a N was wrong because of history… I have a little bit more confidence in the effects of my IHT on students.

This excerpt highlights that Shuitao’s SE-IHT-SO was enhanced. She attributed this enhancement to her realization of the compelling nature of history and her belief in her ability to effectively leverage its power to positively influence her students’ cognitive and emotional development. This also underscores the importance of reinforcing pre-service teachers’ awareness of the significance of history. Nonetheless, Shuiato elucidated that she still retained concerns regarding the effectiveness of her IHT implementation. Her following statement shed light on why her self-efficacy only experienced a marginal increase in this stage:

Knowing how to do it successfully and doing it successfully in practice are two totally different things… I can develop IHT instructional designs well, but I have no idea whether I can implement them well and whether I can introduce the history professionally in practice… My cooperation in-service teacher has a long history of teaching mathematics and gains rich experience in educational practices… If I cannot acquire some required teaching skills and capabilities, I still cannot influence my students powerfully.

After stage 3: “Practice makes perfect, and my SE-IHT-IP is steadily enhanced after a hit”

After successfully developing IHT instructional designs, the next critical step was the implementation of these designs. Drawing from her observations of her cooperating in-service teachers’ IHT implementations and discussions with other pre-service teachers, Shuitao developed her own IHT lesson plans. In Stage 3, she conducted simulated teaching sessions and evaluated her teaching performance ten times Footnote 11 . Shuitao claimed that her SE-IHT-IP steadily improved over the course of these sessions. According to Shuitao, two main processes in Stage 3 facilitated this steady enhancement of SE-IHT-IP.

On the one hand, through the repeated implementation of simulated teaching sessions, Shuitao’s teaching proficiency and fluency markedly improved. Shuitao first described the importance of teaching proficiency and fluency:

Since the detailed history is not included in our curriculum standards and textbooks, if I use my historical materials in class, I have to teach more contents than traditional teachers. Therefore, I have to teach proficiently so that teaching pace becomes a little faster than usual… I have to teach fluently so as to use each minute efficiently in my class. Otherwise, I cannot complete the teaching tasks required [by curriculum standards].

As Shuitao said, at the beginning of Stage 3, her self-efficacy even decreased because she lacked teaching proficiency and fluency and was unable to complete the required teaching tasks:

In the first few times of simulated teaching, I always needed to think for a second about what I should say next when I finish one sentence. I also felt very nervous when I stood in the front of the classrooms. This made my narration of the historical story between Briggs and Napier not fluent at all. I paused many times to look for some hints on my notes… All these made me unable to complete the required teaching tasks… My [teaching] confidence took a hit.

Shuitao quoted the proverb, “practice makes perfect”, and she emphasized that it was repeated practice that improved her teaching proficiency and fluency:

I thought I had no other choice but to practice IHT repeatedly… [At the end of Stage 3,] I could naturally remember most words that I should say when teaching the topics that I selected… My teaching proficiency and fluency was improved through my repeated review of my instructional designs and implementation of IHT in the micro-classrooms… With the improvement [of my teaching proficiency and fluency], I could complete the teaching tasks, and my confidence was increased as well.

In addition, Shuitao also mentioned that through this kind of self-exploration in simulated teaching practice, her teaching skills and capabilities (e.g., blackboard writing, abilities of language organization abilities, etc.) improved. This process was of great help to her enhancement of SE-IHT-IP.

On the other hand, Shuitao’s simulated teaching underwent assessment by herself, with mentors, in-service teachers and fellow pre-service teachers. This comprehensive evaluation process played a pivotal role in enhancing her individual performance and self-efficacy. Reflecting on this aspect, Shuitao articulated the following sentiments in one of her reflection reports:

By watching the videos, conducting self-assessment, and collecting feedback from others, I can understand what I should improve or emphasize in my teaching. [Then,] I think my IHT can better meet the requirements [of curriculum standards]… I think my teaching performance is getting better and better.

After stage 4: “My micro-courses influenced students positively, and my SE-IHT-SO is steadily enhanced”

In Stage 4, Shuitao commenced by creating 5-min micro-course videos. Subsequently, she played these videos in her cooperating in-service teachers’ authentic classroom settings and collected student feedback. This micro-course was played at the end of her cooperating in-service teachers’ lesson Footnote 12 . Shuitao wrote in her reflections that this micro-course of logarithms helped students better understand the nature of mathematics:

According to the results of our surveys, many students stated that they knew the development and evolution of the concept of logarithms is a long process and many mathematicians from different countries have contributed to the development of the concept of logarithms… This indicated that my micro-course helped students better understand the nature of mathematics… My micro-course about the history informed students that mathematics is an evolving and human subject and helped them understand the dynamic development of the [mathematics] concept…

Meanwhile, Shuitao’s micro-course positively influenced some students’ beliefs towards mathematics. As evident from the quote below, integrating historical context into mathematics teaching transformed students’ perception of the subject, boosting Shuitao’s confidence too.

Some students’ responses were very exciting… [O]ne [typical] response stated, he always regarded mathematics as abstract, boring, and dreadful subject; but after seeing the photos of mathematicians and great men and learning the development of the concept of logarithms through the micro-course, he found mathematics could be interesting. He wanted to learn more the interesting history… Students’ such changes made me confident.

Furthermore, during post-class interviews, several students expressed their recognition of the significance of the logarithms concept to Shuitao, attributing this realization to the insights provided by prominent figures in the micro-courses. They also conveyed their intention to exert greater effort in mastering the subject matter. This feedback made Shuitao believe that her IHT had the potential to positively influence students’ attitudes towards learning mathematics.

In summary, Stage 4 marked Shuitao’s first opportunity to directly impact students through her IHT in authentic classroom settings. Despite implementing only brief 5-min micro-courses integrating history during each session, the effectiveness of her short IHT implementation was validated by student feedback. Shuitao unequivocally expressed that students actively engaged with her micro-courses and that these sessions positively influenced them, including attitudes and motivation toward mathematics learning, understanding of mathematics concepts, and beliefs regarding mathematics. These collective factors contributed to a steady enhancement of her confidence in SE-IHT-SO.

After stage 5: “My overall self-efficacy is greatly enhanced”

Following Stage 5, Shuitao reported a significant increase in her overall confidence in IHT, attributing it to gaining mastery through successful implementations of IHT in real classroom settings. On the one hand, Shuitao successfully designed and executed her IHT lesson plans, consistently achieving the teaching objectives mandated by curriculum standards. This significantly enhanced her SE-IHT-IP. On the other hand, as Shuitao’s IHT implementation directly influenced her students, her confidence in SE-IHT-SO experienced considerable improvement.

According to Bandura ( 1997 ), mastery experience is the most powerful source of self-efficacy. Shuitao’s statements confirmed this. As she claimed, her enhanced SE-IHT-IP in Stage 5 mainly came from the experience of successful implementations of IHT in real classrooms:

[Before the teacher professional development program,] I had no idea about implementing IHT… Now, I successfully implemented IHT in senior high school [classrooms] many times… I can complete the teaching tasks and even better completed the teaching objectives required [by the curriculum standards]… The successful experience greatly enhances my confidence to perform well in my future implementation of IHT… Yeah, I think the successful teaching practice experience is the strongest booster of my confidence.

At the end of stage 5, Shuitao’s mentors and in-service teachers gave her a high evaluation. For instance, after Shuitao’s IHT implementation of the concept of logarithms, all mentors and in-service teachers consistently provided feedback that her IHT teaching illustrated the necessity of learning the concept of logarithms and met the requirements of the curriculum standards very well. This kind of verbal persuasion (Bandura 1997 ) enhanced her SE-IHT-IP.

Similarly, Shuitao’s successful experience of influencing students positively through IHT, as one kind of mastery experience, powerfully enhanced her SE-IHT-SO. She described her changes in SE-IHT-SO as follows:

I could not imagine my IHT could be so influential [before]… But now, my IHT implementation directly influenced students in so many aspects… When I witnessed students’ real changes in various cognitive and affective aspects, my confidence was greatly improved.

Shuitao described the influence of her IHT implementation of the concept of logarithms on her students. The depiction is grounded in the outcomes of surveys conducted by Shuitao following her implementation. Shuitao asserted that these results filled her with excitement and confidence regarding her future implementation of IHT.

In summary, following Stage 5 of the teacher professional development program, Shuitao experienced a notable enhancement in her overall self-efficacy, primarily attributed to her successful practical experience in authentic classroom settings during this stage.

A primary objective of our teacher professional development programs is to equip pre-service teachers with the skills and confidence needed to effectively implement IAT. Our findings show that one teacher professional development program, significantly augmented a participant’s TSE-IHT across two dimensions: individual performance and student outcomes. Considering the pressing need to provide STEAM teachers with effective professional training (e.g., Boice et al. 2021 ; Duong et al. 2024 ; Herro et al. 2019 ; Jacques et al. 2020 ; Park and Cho 2022 ; Perignat and Katz-Buonincontro 2019 ), the proposed five-stage framework holds significant promise in both theoretical and practical realms. Furthermore, this study offers a viable solution to address the prevalent issue of low levels of teacher self-efficacy in interdisciplinary teaching, including IAT, which is critical in STEAM education (Zhou et al. 2023 ). This study holds the potential to make unique contributions to the existing body of literature on teacher self-efficacy, teacher professional learning models and the design of teacher professional development programs of IAT.

Firstly, this study enhances our understanding of the development of teacher self-efficacy. Our findings further confirm the complexity of the development of teacher self-efficacy. On the one hand, the observed enhancement of the participant’s teacher self-efficacy did not occur swiftly but unfolded gradually through a protracted, incremental process. Moreover, it is noteworthy that the participant’s self-efficacy exhibited fluctuations, underscoring that the augmentation of teacher self-efficacy is neither straightforward nor linear. On the other hand, the study elucidated that the augmentation of teacher self-efficacy constitutes an intricate, multi-level system that interacts with teacher knowledge, skills, and other beliefs. This finding resonates with prior research on teacher self-efficacy (Morris et al. 2017 ; Xenofontos and Andrews 2020 ). For example, our study revealed that Shuitao’s enhancement of SE-IHT-SO may always be interwoven with her continuous comprehension of the significance of the A&H in classroom settings. Similarly, the participant progressively acknowledged the educational value of A&H in classroom contexts in tandem with the stepwise enhancement of SE-IHT-SO. Factors such as the participant’s pedagogical content knowledge of IHT, instructional design, and teaching skills were also identified as pivotal components of SE-IHT-IP. This finding corroborates Morris and Usher ( 2011 ) assertion that sustained improvements in self-efficacy stem from developing teachers’ skills and knowledge. With the bolstering of SE-IHT-IP, the participant’s related teaching skills and content knowledge also exhibited improvement.

Methodologically, many researchers advocate for qualitative investigations into self-efficacy (e.g., Philippou and Pantziara 2015; Klassen et al. 2011 ; Wyatt 2015 ; Xenofontos and Andrews 2020 ). While acknowledging limitations in sample scope and the generalizability of the findings, this study offers a longitudinal perspective on the stage-by-stage development of teacher self-efficacy and its interactions with different factors (i.e., teacher knowledge, skills, and beliefs), often ignored by quantitative studies. Considering that studies of self-efficacy have been predominantly quantitative, typically drawing on survey techniques and pre-determined scales (Xenofontos and Andrews, 2020 ; Zhou et al. 2023 ), this study highlights the need for greater attention to qualitative studies so that more cultural, situational and contextual factors in the development of self-efficacy can be captured.

Our study provides valuable practical implications for enhancing pre-service teachers’ self-efficacy. We conceptualize teacher self-efficacy in two primary dimensions: individual performance and student outcomes. On the one hand, pre-service teachers can enhance their teaching qualities, boosting their self-efficacy in individual performance. The adage “practice makes perfect” underscores the necessity of ample teaching practice opportunities for pre-service teachers who lack prior teaching experience. Engaging in consistent and reflective practice helps them develop confidence in their teaching qualities. On the other hand, pre-service teachers should focus on positive feedback from their students, reinforcing their self-efficacy in individual performance. Positive student feedback serves as an affirmation of their teaching effectiveness and encourages continuous improvement. Furthermore, our findings highlight the significance of mentors’ and peers’ positive feedback as critical sources of teacher self-efficacy. Mentors and peers play a pivotal role in the professional growth of pre-service teachers by actively encouraging them and recognizing their teaching achievements. Constructive feedback from experienced mentors and supportive peers fosters a collaborative learning environment and bolsters the self-confidence of pre-service teachers. Additionally, our research indicates that pre-service teachers’ self-efficacy may fluctuate. Therefore, mentors should be prepared to help pre-service teachers manage teaching challenges and setbacks, and alleviate any teaching-related anxiety. Mentors can help pre-service teachers build resilience and maintain a positive outlook on their teaching journey through emotional support and guidance. Moreover, a strong correlation exists between teacher self-efficacy and teacher knowledge and skills. Enhancing pre-service teachers’ knowledge base and instructional skills is crucial for bolstering their overall self-efficacy.

Secondly, this study also responds to the appeal to understand teachers’ professional learning from a holistic perspective and interrelate teachers’ professional learning process with student outcome variables (Sancar et al. 2021 ), and thus contributes to the understanding of the complexity of STEAM teachers’ professional learning. On the one hand, we have confirmed Cai et al.’s ( 2020 ) teacher professional learning model in a new context, namely STEAM teacher education. Throughout the teacher professional development program, the pre-service teacher, Shuitao, demonstrated an augmentation in her knowledge, encompassing both content knowledge and pedagogical understanding concerning IHT. Moreover, her beliefs regarding IHT transformed as a result of her engagement in teacher learning across the five stages. This facilitated her in executing effective IHT teaching and improving her students’ outcomes. On the other hand, notably, in our studies (including this current study and some follow-up studies), student feedback is a pivotal tool to assist teachers in discerning the impact they are effectuating. This enables pre-service teachers to grasp the actual efficacy of their teaching efforts and subsequently contributes significantly to the augmentation of their self-efficacy. Such steps have seldom been conducted in prior studies (e.g., Cai et al. 2020 ), where student outcomes are often perceived solely as the results of teachers’ instruction rather than sources informing teacher beliefs. Additionally, this study has validated both the interaction between teaching performance and teacher beliefs and between teacher knowledge and teacher beliefs. These aspects were overlooked in Cai et al.’s ( 2020 ) model. More importantly, while Clarke and Hollingsworth’s ( 2002 ) Interconnected Model of Professional Growth illustrates the connections between the domain of consequence and the personal domain, as well as between the personal domain and the domain of practice, it does not adequately clarify the complex relationships among the factors within the personal domain (e.g., the interaction between teacher knowledge and teacher beliefs). Therefore, our study also supplements Clarke and Hollingsworth’s ( 2002 ) model by addressing these intricacies. Based on our findings, an updated model of teacher professional learning has been proposed, as shown in Fig. 3 . This expanded model indicates that teacher learning should be an ongoing and sustainable process, with the enhancement of student learning not marking the conclusion of teacher learning, but rather serving as the catalyst for a new phase of learning. In this sense, we advocate for further research to investigate the tangible impacts of teacher professional development programs on students and how those impacts stimulate subsequent cycles of teacher learning.

figure 3

Note: Paths in blue were proposed by Cai et al. ( 2020 ), and paths in yellow are proposed and verified in this study.

Thirdly, in light of the updated model of teacher professional learning (see Fig. 3 ), this study provides insights into the design of teacher professional development programs of IAT. According to Huang et al. ( 2022 ), to date, very few studies have set goals to “develop a comprehensive understanding of effective designs” for STEM (or STEAM) teacher professional development programs (p. 15). To fill this gap, this study proposes a novel and effective five-stage framework for teacher professional development programs of IAT. This framework provides a possible and feasible solution to the challenges of STEAM teacher professional development programs’ design and planning, and teachers’ IAT practice (Boice et al. 2021 ; Herro et al. 2019 ; Jacques et al. 2020 ; Park and Cho 2022 ; Perignat and Katz-Buonincontro 2019 ).

Specifically, our five-stage framework incorporates at least six important features. Firstly, teacher professional development programs should focus on specific STEAM content. Given the expansive nature of STEAM, teacher professional development programs cannot feasibly encompass all facets of its contents. Consistent with recommendations by Cai et al. ( 2020 ), Desimone et al. ( 2002 ) and Garet et al. ( 2001 ), an effective teacher professional development program should prioritize content focus. Our five-stage framework is centered on IAT. Throughout an 18-month duration, each pre-service teacher is limited to selecting one subcomponent of A&H, such as history, for integration into their subject teaching (i.e., mathematics teaching, technology teaching or science teaching) within one teacher professional development program. Secondly, in response to the appeals that teacher professional development programs should shift from emphasizing teaching and instruction to emphasizing student learning (Cai et al. 2020 ; Calabrese et al. 2024 ; Hwang et al. 2024 ; Marco and Palatnik 2024 ; Örnek and Soylu 2021 ), our framework requires pre-service teachers to pay close attention to the effects of IAT on student learning outcomes, and use students’ feedback as the basis of improving their instruction. Thirdly, prior studies found that teacher education with a preference for theory led to pre-service teachers’ dissatisfaction with the quality of teacher professional development program and hindered the development of pre-service teachers’ teaching skills and teaching beliefs, which also widened the gap between theory and practice (Hennissen et al. 2017 ; Ord and Nuttall 2016 ). In this regard, our five-stage framework connects theory and teaching practice closely. In particular, pre-service teachers can experience the values of IAT not only through theoretical learning but also through diverse teaching practices. Fourthly, we build a teacher community of practice tailored for pre-service teachers. Additionally, we aim to encourage greater participation of in-service teachers in such teacher professional development programs designed for pre-service educators in STEAM teacher education. By engaging in such programs, in-service teachers can offer valuable teaching opportunities for pre-service educators and contribute their insights and experiences from teaching practice. Importantly, pre-service teachers stand to gain from the in-service teachers’ familiarity with textbooks, subject matter expertise, and better understanding of student dynamics. Fifthly, our five-stage framework lasts for an extended period, spanning 18 months. This duration ensures that pre-service teachers engage in a sustained and comprehensive learning journey. Lastly, our framework facilitates a practical understanding of “integration” by offering detailed, sequential instructions for blending two disciplines in teaching. For example, our teacher professional development programs prioritize systematic learning of pedagogical theories and simulated teaching experiences before pre-service teachers embark on real STEAM teaching endeavors. This approach is designed to mitigate the risk of unsuccessful experiences during initial teaching efforts, thereby safeguarding pre-service teachers’ teacher self-efficacy. Considering the complexity of “integration” in interdisciplinary teaching practices, including IAT (Han et al. 2022 ; Ryu et al. 2019 ), we believe detailed stage-by-stage and step-by-step instructions are crucial components of relevant pre-service teacher professional development programs. Notably, this aspect, emphasizing structural instructional guidance, has not been explicitly addressed in prior research (e.g., Cai et al. 2020 ). Figure 4 illustrates the six important features outlined in this study, encompassing both established elements and the novel addition proposed herein, describing an effective teacher professional development program.

figure 4

Note: STEAM refers to science, technology, engineering, arts and humanities, and mathematics.

The successful implementation of this framework is also related to the Chinese teacher education system and cultural background. For instance, the Chinese government has promoted many university-school collaboration initiatives, encouraging in-service teachers to provide guidance and practical opportunities for pre-service teachers (Lu et al. 2019 ). Influenced by Confucian values emphasizing altruism, many experienced in-service teachers in China are eager to assist pre-service teachers, helping them better realize their teaching career aspirations. It is reported that experienced in-service teachers in China show significantly higher motivation than their international peers when mentoring pre-service teachers (Lu et al. 2019 ). Therefore, for the successful implementation of this framework in other countries, it is crucial for universities to forge close collaborative relationships with K-12 schools and actively involve K-12 teachers in pre-service teacher education.

Notably, approximately 5% of our participants dropped out midway as they found that the IAT practice was too challenging or felt overwhelmed by the number of required tasks in the program. Consequently, we are exploring options to potentially simplify this framework in future iterations.

Without minimizing the limitations of this study, it is important to recognize that a qualitative longitudinal case study can be a useful means of shedding light on the development of a pre-service STEAM teacher’s self-efficacy. However, this methodology did not allow for a pre-post or a quasi-experimental design, and the effectiveness of our five-stage framework could not be confirmed quantitatively. In the future, conducting more experimental or design-based studies could further validate the effectiveness of our framework and broaden our findings. Furthermore, future studies should incorporate triangulation methods and utilize multiple data sources to enhance the reliability and validity of the findings. Meanwhile, owing to space limitations, we could only report the changes in Shuitao’s SE-IHT-IP and SE-IHT-SO here, and we could not describe the teacher self-efficacy of other participants regarding IAT. While nearly all of the pre-service teachers experienced an improvement in their teacher self-efficacy concerning IAT upon participating in our teacher professional development programs, the processes of their change were not entirely uniform. We will need to report the specific findings of these variations in the future. Further studies are also needed to explore the factors contributing to these variations. Moreover, following this study, we are implementing more teacher professional development programs of IAT. Future studies can explore the impact of this framework on additional aspects of pre-service STEAM teachers’ professional development. This will help gain a more comprehensive understanding of its effectiveness and potential areas for further improvement. Additionally, our five-stage framework was initially developed and implemented within the Chinese teacher education system. Future research should investigate how this framework can be adapted in other educational systems and cultural contexts.

The impetus behind this study stems from the burgeoning discourse advocating for the integration of A&H disciplines into STEM education on a global scale (e.g., Land 2020 ; Park and Cho 2022 ; Uştu et al. 2021 ; Vaziri and Bradburn 2021 ). Concurrently, there exists a pervasive concern regarding the challenges teachers face in implementing STEAM approaches, particularly in the context of IAT practices (e.g., Boice et al. 2021 ; Herro et al. 2019 ; Jacques et al. 2020 ; Park and Cho 2022 ; Perignat and Katz-Buonincontro 2019 ). To tackle this challenge, we first proposed a five-stage framework designed for teacher professional development programs of IAT. Then, utilizing this innovative framework, we implemented a series of teacher professional development programs. Drawing from the recommendations of Bray-Clark and Bates ( 2003 ), Kelley et al. ( 2020 ) and Zhou et al. ( 2023 ), we have selected teacher self-efficacy as a key metric to examine the effectiveness of the five-stage framework. Through a qualitative longitudinal case study, we scrutinized the influence of a specific teacher professional development program on the self-efficacy of a single pre-service teacher over an 18-month period. Our findings revealed a notable enhancement in teacher self-efficacy across both individual performance and student outcomes. The observed enhancement of the participant’s teacher self-efficacy did not occur swiftly but unfolded gradually through a prolonged, incremental process. Building on our findings, an updated model of teacher learning has been proposed. The updated model illustrates that teacher learning should be viewed as a continuous and sustainable process, wherein teaching performance, teacher beliefs, and teacher knowledge dynamically interact with one another. The updated model also confirms that teacher learning is inherently intertwined with student learning in STEAM education. Furthermore, this study also summarizes effective design features of STEAM teacher professional development programs.

Data availability

The datasets generated and/or analyzed during this study are not publicly available due to general data protection regulations, but are available from the corresponding author on reasonable request.

In their review article, Morris et al. ( 2017 ) equated “teaching self-efficacy” and “teacher self-efficacy” as synonymous concepts. This perspective is also adopted in this study.

An effective teacher professional development program should have specific, focused, and clear content instead of broad and scattered ones. Therefore, each pre-service teacher can only choose to integrate one subcomponent of A&H into their teaching in one teacher professional development program. For instance, Shuitao, a mathematics pre-service teacher, participated in one teacher professional development program focused on integrating history into mathematics teaching. However, she did not explore the integration of other subcomponents of A&H into her teaching during her graduate studies.

In the micro-classrooms, multi-angle, and multi-point high-definition video recorders are set up to record the teaching process.

In micro-teaching, mentors, in-service teachers, and other fellow pre-service teachers take on the roles of students.

In China, teachers can video record one section of a lesson and play them in formal classes. This is a practice known as a micro-course. For instance, in one teacher professional development program of integrating history into mathematics teaching, micro-courses encompass various mathematics concepts, methods, ideas, history-related material and related topics. Typically, teachers use these micro-courses to broaden students’ views, foster inquiry-based learning, and cultivate critical thinking skills. Such initiatives play an important role in improving teaching quality.

Many university-school collaboration initiatives in China focus on pre-service teachers’ practicum experiences (Lu et al. 2019 ). Our teacher professional development program is also supported by many K-12 schools in Shanghai. Personal information in videos is strictly protected.

In China, students are not required to pursue a graduate major that matches their undergraduate major. Most participants in our teacher professional development programs did not pursue undergraduate degrees in education-related fields.

Shuitao’s university reserves Wednesday afternoons for students to engage in various programs or clubs, as classes are not scheduled during this time. Similarly, our teacher professional development program activities are planned for Wednesday afternoons to avoid overlapping with participants’ other coursework commitments.

History is one of the most important components of A&H (Park and Cho 2022 ).

To learn more about genetic approach (i.e., genetic principle), see Jankvist ( 2009 ).

For the assessment process, see Fig. 2 .

Shuitao’s cooperating in-service teacher taught the concept of logarithms in Stage 2. In Stage 4, the teaching objective of her cooperating in-service teacher’s review lesson was to help students review the concept of logarithms to prepare students for the final exam.

Akiba M, Murata A, Howard C, Wilkinson B, Fabrega J (2019) Race to the top and lesson study implementation in Florida: District policy and leadership for teacher professional development. In: Huang R, Takahashi A, daPonte JP (eds) Theory and practice of lesson study in mathematics, pp. 731–754. Springer, Cham. https://doi.org/10.1007/978-3-030-04031-4_35

Alkhabra YA, Ibrahem UM, Alkhabra SA (2023) Augmented reality technology in enhancing learning retention and critical thinking according to STEAM program. Humanit Soc Sci Commun 10:174. https://doi.org/10.1057/s41599-023-01650-w

Article   Google Scholar  

Alwafi EM, Downey C, Kinchin G (2020) Promoting pre-service teachers’ engagement in an online professional learning community: Support from practitioners. J Professional Cap Community 5(2):129–146. https://doi.org/10.1108/JPCC-10-2019-0027

Archibald S, Coggshall JG, Croft A, Goe L (2011) High-quality professional development for all teachers: effectively allocating resources. National Comprehensive Center for Teacher Quality, Washington, DC

Google Scholar  

Bandura A (1977) Self-efficacy: Toward a unifying theory of behavioral change. Psychological Rev 84:191–215. https://doi.org/10.1016/0146-6402(78)90002-4

Article   CAS   Google Scholar  

Bandura A (1986) The explanatory and predictive scope of self-efficacy theory. J Soc Clin Psychol 4:359–373. https://doi.org/10.1521/jscp.1986.4.3.359

Bandura A (1997) Self-efficacy: The exercise of control. Freeman, New York

Basckin C, Strnadová I, Cumming TM (2021) Teacher beliefs about evidence-based practice: A systematic review. Int J Educ Res 106:101727. https://doi.org/10.1016/j.ijer.2020.101727

Bray-Clark N, Bates R (2003) Self-efficacy beliefs and teacher effectiveness: Implications for professional development. Prof Educ 26(1):13–22

Blonder R, Benny N, Jones MG (2014) Teaching self-efficacy of science teachers. In: Evans R, Luft J, Czerniak C, Pea C (eds), The role of science teachers’ beliefs in international classrooms: From teacher actions to student learning, Sense Publishers, Rotterdam, Zuid-Holland, pp. 3–16

Boice KL, Jackson JR, Alemdar M, Rao AE, Grossman S, Usselman M (2021) Supporting teachers on their STEAM journey: A collaborative STEAM teacher training program. Educ Sci 11(3):105. https://doi.org/10.3390/educsci11030105

Cai J (2017) Longitudinally investigating the effect of teacher professional development on instructional practice and student learning: A focus on mathematical problem posing. The University of Delaware, Newark, DE

Cai J, Chen T, Li X, Xu R, Zhang S, Hu Y, Zhang L, Song N (2020) Exploring the impact of a problem-posing workshop on elementary school mathematics teachers’ conceptions on problem posing and lesson design. Int J Educ Res 102:101404. https://doi.org/10.1016/j.ijer.2019.02.004

Calabrese JE, Capraro MM, Viruru R (2024) Semantic structure and problem posing: Preservice teachers’ experience. School Sci Math. https://doi.org/10.1111/ssm.12648

Clarke D, Hollingsworth H (2002) Elaborating a model of teacher professional growth. Teach Teach Educ 18(8):947–967. https://doi.org/10.1016/S0742-051X(02)00053-7

Corden A, Millar J (2007) Time and change: A review of the qualitative longitudinal research literature for social policy. Soc Policy Soc 6(4):583–592. https://doi.org/10.1017/S1474746407003910

Darling-Hammond L, Hyler ME, Gardner M (2017) Effective teacher professional development. Learning Policy Institute, Palo Alto, CA

Book   Google Scholar  

de la Garza A (2021) Internationalizing the curriculum for STEAM (STEM+ Arts and Humanities): From intercultural competence to cultural humility. J Stud Int Educ 25(2):123–135. https://doi.org/10.1177/1028315319888468

Article   MathSciNet   Google Scholar  

Desimone LM, Garet MS (2015) Best practices in teachers’ professional development in the United States. Psychol, Soc, Educ 7(3):252–263

Desimone LM, Porter AC, Garet MS, Yoon KS, Birman BF (2002) Effects of professional development on teachers’ instruction: Results from a three-year longitudinal study. Educ Evaluation Policy Anal 24(2):81–112. https://doi.org/10.3102/01623737024002081

Dicks SG, Northam HL, van Haren FM, Boer DP (2023) The bereavement experiences of families of potential organ donors: a qualitative longitudinal case study illuminating opportunities for family care. Int J Qualitative Stud Health Well-being 18(1):1–24. https://doi.org/10.1080/17482631.2022.2149100

Ding M, Huang R, Pressimone Beckowski C, Li X, Li Y (2024) A review of lesson study in mathematics education from 2015 to 2022: implementation and impact. ZDM Math Educ 56:87–99. https://doi.org/10.1007/s11858-023-01538-8

Duong NH, Nam NH, Trung TT (2024) Factors affecting the implementation of STEAM education among primary school teachers in various countries and Vietnamese educators: comparative analysis. Education 3–13. https://doi.org/10.1080/03004279.2024.2318239

English LD (2016) STEM education K-12: Perspectives on integration. Int J STEM Educ 3:3. https://doi.org/10.1186/s40594-016-0036-1

Garet MS, Porter AC, Desimone L, Birman BF, Yoon KS (2001) What makes professional development effective? Results from a national sample of teachers. Am Educ Res J 38(4):915–945. https://doi.org/10.3102/00028312038004915

Gates AE (2017) Benefits of a STEAM collaboration in Newark, New Jersey: Volcano simulation through a glass-making experience. J Geosci Educ 65(1):4–11. https://doi.org/10.5408/16-188.1

Geng J, Jong MSY, Chai CS (2019) Hong Kong teachers’ self-efficacy and concerns about STEM education. Asia-Pac Educ Researcher 28:35–45. https://doi.org/10.1007/s40299-018-0414-1

Han J, Kelley T, Knowles JG (2022) Building a sustainable model of integrated stem education: investigating secondary school STEM classes after an integrated STEM project. Int J Technol Design Educ. https://doi.org/10.1007/s10798-022-09777-8

Henderson S, Holland J, McGrellis S, Sharpe S, Thomson R (2012) Storying qualitative longitudinal research: Sequence, voice and motif. Qualitative Res 12(1):16–34. https://doi.org/10.1177/1468794111426232

Hennissen P, Beckers H, Moerkerke G (2017) Linking practice to theory in teacher education: A growth in cognitive structures. Teach Teach Educ 63:314–325. https://doi.org/10.1016/j.tate.2017.01.008

Henson RK (2002) From adolescent angst to adulthood: Substantive implications and measurement dilemmas in the development of teacher efficacy research. Educ Psychologist 37:137–150. https://doi.org/10.1207/S15326985EP3703_1

Herro D, Quigley C (2016) Innovating with STEAM in middle school classrooms: remixing education. Horizon 24(3):190–204. https://doi.org/10.1108/OTH-03-2016-0008

Herro D, Quigley C, Cian H (2019) The challenges of STEAM instruction: Lessons from the field. Action Teach Educ 41(2):172–190. https://doi.org/10.1080/01626620.2018.1551159

Huang B, Jong MSY, Tu YF, Hwang GJ, Chai CS, Jiang MYC (2022) Trends and exemplary practices of STEM teacher professional development programs in K-12 contexts: A systematic review of empirical studies. Comput Educ 189:104577. https://doi.org/10.1016/j.compedu.2022.104577

Hunter-Doniger T, Sydow L (2016) A journey from STEM to STEAM: A middle school case study. Clearing House 89(4-5):159–166. https://doi.org/10.1080/00098655.2016.1170461

Hwang S, Xu R, Yao Y, Cai J (2024) Learning to teach through problem posing: A teacher’s journey in a networked teacher−researcher partnership. J Math Behav 73:101120. https://doi.org/10.1016/j.jmathb.2023.101120

Jacques LA, Cian H, Herro DC, Quigley C (2020) The impact of questioning techniques on STEAM instruction. Action Teach Educ 42(3):290–308. https://doi.org/10.1080/01626620.2019.1638848

Jankvist UT (2009) A categorization of the “whys” and “hows” of using history in mathematics education. Educ Stud Math 71:235–261. https://doi.org/10.1007/s10649-008-9174-9

Jiang H, Chugh R, Turnbull D, Wang X, Chen S (2023) Modeling the impact of intrinsic coding interest on STEM career interest: evidence from senior high school students in two large Chinese cities. Educ Inf Technol 28:2639–2659. https://doi.org/10.1007/s10639-022-11277-0

Jiang H, Chugh R, Turnbull D, Wang X, Chen S (2024a) Exploring the effects of technology-related informal mathematics learning activities: A structural equation modeling analysis. Int J Sci Math Educ . Advance online publication. https://doi.org/10.1007/s10763-024-10456-4

Jiang H, Islam AYMA, Gu X, Guan J (2024b) How do thinking styles and STEM attitudes have effects on computational thinking? A structural equation modeling analysis. J Res Sci Teach 61:645–673. https://doi.org/10.1002/tea.21899

Jiang H, Turnbull D, Wang X, Chugh R, Dou Y, Chen S (2022) How do mathematics interest and self-efficacy influence coding interest and self-efficacy? A structural equation modeling analysis. Int J Educ Res 115:102058. https://doi.org/10.1016/j.ijer.2022.102058

Jiang H, Wang K, Wang X, Lei X, Huang Z (2021) Understanding a STEM teacher’s emotions and professional identities: A three-year longitudinal case study. Int J STEM Educ 8:51. https://doi.org/10.1186/s40594-021-00309-9

Kelley TR, Knowles JG, Holland JD, Han J (2020) Increasing high school teachers self-efficacy for integrated STEM instruction through a collaborative community of practice. Int J STEM Educ 7:14. https://doi.org/10.1186/s40594-020-00211-w

Klassen RM, Tze VMC, Betts SM, Gordon KA (2011) Teacher efficacy research 1998–2009: Signs of progress or unfulfilled promise? Educ Psychol Rev 23(1):21–43. https://doi.org/10.1007/s10648-010-9141-8

Land M (2020) The importance of integrating the arts into STEM curriculum. In: Stewart AJ, Mueller MP, Tippins DJ (eds), Converting STEM into STEAM programs, pp. 11–19. Springer. https://doi.org/10.1007/978-3-030-25101-7_2

Lee C, Bobko P (1994) Self-efficacy beliefs: Comparison of five measures. J Appl Psychol 79(3):364–369. https://doi.org/10.1037/0021-9010.79.3.364

Li W, Chiang FK (2019) Preservice teachers’ perceptions of STEAM education and attitudes toward STEAM disciplines and careers in China. In: Sengupta P, Shanahan MC, Kim B, (eds), Critical, transdisciplinary and embodied approaches in STEM education. Springer. https://doi.org/10.1007/978-3-030-29489-2_5

Liu M, Zwart R, Bronkhorst L, Wubbels T (2022) Chinese student teachers’ beliefs and the role of teaching experiences in the development of their beliefs. Teach Teach Educ 109:103525. https://doi.org/10.1016/j.tate.2021.103525

Liu S, Xu X, Stronge J (2018) The influences of teachers’ perceptions of using student achievement data in evaluation and their self-efficacy on job satisfaction: evidence from China. Asia Pac Educ Rev 19:493–509. https://doi.org/10.1007/s12564-018-9552-7

Long T, Zhao G, Yang X, Zhao R, Chen Q (2021) Bridging the belief-action gap in a teachers’ professional learning community on teaching of thinking. Professional Dev Educ 47(5):729–744. https://doi.org/10.1080/19415257.2019.1647872

Lu L, Wang F, Ma Y, Clarke A, Collins J (2019) Exploring Chinese teachers’ commitment to being a cooperating teacher in a university-government-school initiative for rural practicum placements. In: Liu WC, Goh CCM (eds), Teachers’ perceptions, experience and learning, pp. 33–54. Routledge, London

Lyu S, Niu S, Yuan J, Zhan Z (2024) Developing professional capital through technology-enabled university-school-enterprise collaboration: an innovative model for C-STEAM preservice teacher education in the Greater Bay area. Asia Pacific J Innov Entrepreneurship. https://doi.org/10.1108/APJIE-01-2024-0014

Marco N, Palatnik A (2024) From “learning to variate” to “variate for learning”: Teachers learning through collaborative, iterative context-based mathematical problem posing. J Math Behav 73:101119. https://doi.org/10.1016/j.jmathb.2023.101119

Merriam SB (1998) Qualitative research and case study applications in education. Jossey-Bass Publishers, Hoboken, New Jersey

Morris DB, Usher EL (2011) Developing teaching self-efficacy in research institutions: A study of award-winning professors. Contemp Educ Psychol 36(3):232–245. https://doi.org/10.1016/j.cedpsych.2010.10.005

Morris DB, Usher EL, Chen JA (2017) Reconceptualizing the sources of teaching self-efficacy: A critical review of emerging literature. Educ Psychol Rev 29(4):795–833. https://doi.org/10.1007/s10648-016-9378-y

Matusovich HM, Streveler RA, Miller RL (2010) Why do students choose engineering? A qualitative, longitudinal investigation of students’ motivational values. J Eng Educ 99(4):289–303. https://doi.org/10.1002/j.2168-9830.2010.tb01064.x

Näykki P, Kontturi H, Seppänen V, Impiö N, Järvelä S (2021) Teachers as learners–a qualitative exploration of pre-service and in-service teachers’ continuous learning community OpenDigi. J Educ Teach 47(4):495–512. https://doi.org/10.1080/02607476.2021.1904777

OECD (2018) Teaching and learning international survey (TALIS) 2018 conceptual framework. OECD, Paris

Örnek T, Soylu Y (2021) A model design to be used in teaching problem posing to develop problem-posing skills. Think Skills Creativity 41:100905. https://doi.org/10.1016/j.tsc.2021.100905

Ord K, Nuttall J (2016) Bodies of knowledge: The concept of embodiment as an alternative to theory/practice debates in the preparation of teachers. Teach Teach Educ 60:355–362. https://doi.org/10.1016/j.tate.2016.05.019

Ozkan G, Umdu Topsakal U (2021) Investigating the effectiveness of STEAM education on students’ conceptual understanding of force and energy topics. Res Sci Technol Educ 39(4):441–460. https://doi.org/10.1080/02635143.2020.1769586

Park W, Cho H (2022) The interaction of history and STEM learning goals in teacher-developed curriculum materials: opportunities and challenges for STEAM education. Asia Pacific Educ Rev. https://doi.org/10.1007/s12564-022-09741-0

Perignat E, Katz-Buonincontro J (2019) STEAM in practice and research: An integrative literature review. Think Skills Creativity 31:31–43. https://doi.org/10.1016/j.tsc.2018.10.002

Philipp RA (2007) Mathematics teachers’ beliefs and affect. In: Lester Jr FK, (ed), Second handbook of research on mathematics teaching and learning, pp. 257–315. Information Age, Charlotte, NC

Quigley CF, Herro D, Jamil FM (2017) Developing a conceptual model of STEAM teaching practices. Sch Sci Math 117(1–2):1–12. https://doi.org/10.1111/ssm.12201

Ro S, Xiao S, Zhou Z (2022) Starting up STEAM in China: A case study of technology entrepreneurship for STEAM education in China. In: Ray P, Shaw R (eds), Technology entrepreneurship and sustainable development, pp. 115–136. Springer. https://doi.org/10.1007/978-981-19-2053-0_6

Roth KJ, Bintz J, Wickler NI, Hvidsten C, Taylor J, Beardsley PM, Wilson CD (2017) Design principles for effective video-based professional development. Int J STEM Educ 4:31. https://doi.org/10.1186/s40594-017-0091-2

Article   PubMed   PubMed Central   Google Scholar  

Ryu M, Mentzer N, Knobloch N (2019) Preservice teachers’ experiences of STEM integration: Challenges and implications for integrated STEM teacher preparation. Int J Technol Des Educ, 29:493–512. https://doi.org/10.1007/s10798-018-9440-9

Sancar R, Atal D, Deryakulu D (2021) A new framework for teachers’ professional development. Teach Teach Educ 101:103305. https://doi.org/10.1016/j.tate.2021.103305

Sanz-Camarero R, Ortiz-Revilla J, Greca IM (2023) The place of the arts within integrated education. Arts Educ Policy Rev. https://doi.org/10.1080/10632913.2023.2260917

Shirani F, Henwood K (2011) Continuity and change in a qualitative longitudinal study of fatherhood: relevance without responsibility. Int J Soc Res Methodol 14(1):17–29. https://doi.org/10.1080/13645571003690876

Smith CE, Paré JN (2016) Exploring Klein bottles through pottery: A STEAM investigation. Math Teach 110(3):208–214. https://doi.org/10.5951/mathteacher.110.3.0208

Soprano K, Yang L (2013) Inquiring into my science teaching through action research: A case study on one pre-service teacher’s inquiry-based science teaching and self-efficacy. Int J Sci Math Educ 11(6):1351–1368. https://doi.org/10.1007/s10763-012-9380-x

Stake RE (1995) The art of case study research. Sage Publication, Thousand Oaks, California

Stohlmann M, Moore T, Roehrig G (2012) Considerations for teaching integrated STEM education. J Pre Coll Eng Educ Res 2(1):28–34. https://doi.org/10.5703/1288284314653

Strauss AL, Corbin JM (1990) Basics of qualitative research. Sage Publications, Thousand Oaks, California

Taimalu M, Luik P (2019) The impact of beliefs and knowledge on the integration of technology among teacher educators: A path analysis. Teach Teach Educ 79:101–110. https://doi.org/10.1016/j.tate.2018.12.012

Takahashi A, McDougal T (2016) Collaborative lesson research: Maximizing the impact of lesson study. ZDM Math Educ 48:513–526. https://doi.org/10.1007/s11858-015-0752-x

Thompson AG (1992) Teachers’ beliefs and conceptions: A synthesis of the research. In: Grouws DA (ed), Handbook of research on mathematics teaching and learning, pp. 127–146. Macmillan, New York

Tschannen-Moran M, Woolfolk Hoy A, Hoy WK (1998) Teacher efficacy: Its meaning and measure. Rev Educ Res 68:202–248. https://doi.org/10.3102/00346543068002202

Unfried A, Rachmatullah A, Alexander A, Wiebe E (2022) An alternative to STEBI-A: validation of the T-STEM science scale. Int J STEM Educ 9:24. https://doi.org/10.1186/s40594-022-00339-x

Uştu H, Saito T, Mentiş Taş A (2021) Integration of art into STEM education at primary schools: an action research study with primary school teachers. Syst Pract Action Res. https://doi.org/10.1007/s11213-021-09570-z

Vaziri H, Bradburn NM (2021) Flourishing effects of integrating the arts and humanities in STEM Education: A review of past studies and an agenda for future research. In: Tay L, Pawelski JO (eds), The Oxford handbook of the positive humanities, pp. 71–82. Oxford University Press, Oxford

Wang K, Wang X, Li Y, Rugh MS (2018) A framework for integrating the history of mathematics into teaching in Shanghai. Educ Stud Math 98:135–155. https://doi.org/10.1007/s10649-018-9811-x

Wang Z, Jiang H, Jin W, Jiang J, Liu J, Guan J, Liu Y, Bin E (2024) Examining the antecedents of novice stem teachers’ job satisfaction: The roles of personality traits, perceived social support, and work engagement. Behav Sci 14(3):214. https://doi.org/10.3390/bs14030214

Wenger E, McDermott R, Snyder WM (2002) Cultivating communities of practice. Harvard Business School Press, Boston, MA

Wong JT, Bui NN, Fields DT, Hughes BS (2022) A learning experience design approach to online professional development for teaching science through the arts: Evaluation of teacher content knowledge, self-efficacy and STEAM perceptions. J Sci Teacher Educ. https://doi.org/10.1080/1046560X.2022.2112552

Wyatt M (2015) Using qualitative research methods to assess the degree of fit between teachers’ reported self-efficacy beliefs and their practical knowledge during teacher education. Aust J Teach Educ 40(1):117–145

Xenofontos C, Andrews P (2020) The discursive construction of mathematics teacher self-efficacy. Educ Stud Math 105(2):261–283. https://doi.org/10.1007/s10649-020-09990-z

Yin R (2003) Case study research: Design and methods. Sage Publications, Thousand Oaks, California

Zakariya YF (2020) Effects of school climate and teacher self-efficacy on job satisfaction of mostly STEM teachers: a structural multigroup invariance approach. Int J STEM Educ 7:10. https://doi.org/10.1186/s40594-020-00209-4

Zee M, de Jong PF, Koomen HM (2017) From externalizing student behavior to student-specific teacher self-efficacy: The role of teacher-perceived conflict and closeness in the student–teacher relationship. Contemp Educ Psychol 51:37–50. https://doi.org/10.1016/j.cedpsych.2017.06.009

Zee M, Koomen HM (2016) Teacher self-efficacy and its effects on classroom processes, student academic adjustment, and teacher well-being: A synthesis of 40 years of research. Rev Educ Res 86(4):981–1015. https://doi.org/10.3102/0034654315626801

Zhan Z, Li Y, Mei H, Lyu S (2023) Key competencies acquired from STEM education: gender-differentiated parental expectations. Humanit Soc Sci Commun 10:464. https://doi.org/10.1057/s41599-023-01946-x

Zhan Z, Niu S (2023) Subject integration and theme evolution of STEM education in K-12 and higher education research. Humanit Soc Sci Commun 10:781. https://doi.org/10.1057/s41599-023-02303-8

Zhong B, Liu X, Li X (2024) Effects of reverse engineering pedagogy on students’ learning performance in STEM education: The bridge-design project as an example. Heliyon 10(2):e24278. https://doi.org/10.1016/j.heliyon.2024.e24278

Zhong B, Liu X, Zhan Z, Ke Q, Wang F (2022) What should a Chinese top-level design in STEM Education look like? Humanit Soc Sci Commun 9:261. https://doi.org/10.1057/s41599-022-01279-1

Zhou B (2021) Cultivation of Ed. M. to bring up “famous subject teachers”: practical exploration and policy suggestions. Teach Educ Res 33(5):19–26. https://doi.org/10.13445/j.cnki.t.e.r.2021.05.003

Zhou X, Shu L, Xu Z, Padrón Y (2023) The effect of professional development on in-service STEM teachers’ self-efficacy: a meta-analysis of experimental studies. Int J STEM Educ 10:37. https://doi.org/10.1186/s40594-023-00422-x

Download references

Acknowledgements

This research is funded by 2021 National Natural Science Foundation of China (Grant No.62177042), 2024 Zhejiang Provincial Natural Science Foundation of China (Grant No. Y24F020039), and 2024 Zhejiang Educational Science Planning Project (Grant No. 2024SCG247).

Author information

Xuesong Zhai

Present address: School of Education, City University of Macau, Macau, China

Authors and Affiliations

College of Education, Zhejiang University, Hangzhou, China

Haozhe Jiang & Xuesong Zhai

School of Engineering and Technology, CML‑NET & CREATE Research Centres, Central Queensland University, North Rockhampton, QLD, Australia

Ritesh Chugh

Hangzhou International Urbanology Research Center & Zhejiang Urban Governance Studies Center, Hangzhou, China

Department of Teacher Education, Nicholls State University, Thibodaux, LA, USA

School of Mathematical Sciences, East China Normal University, Shanghai, China

Xiaoqin Wang

College of Teacher Education, Faculty of Education, East China Normal University, Shanghai, China

You can also search for this author in PubMed   Google Scholar

Contributions

Conceptualization - Haozhe Jiang; methodology - Haozhe Jiang; software - Xuesong Zhai; formal analysis - Haozhe Jiang & Ke Wang; investigation - Haozhe Jiang; resources - Haozhe Jiang, Xuesong Zhai & Xiaoqin Wang; data curation - Haozhe Jiang & Ke Wang; writing—original draft preparation - Haozhe Jiang & Ritesh Chugh; writing—review and editing - Ritesh Chugh & Ke Wang; visualization - Haozhe Jiang, Ke Wang & Xiaoqin Wang; supervision - Xuesong Zhai & Xiaoqin Wang; project administration - Xuesong Zhai & Xiaoqin Wang; and funding acquisition - Xuesong Zhai & Xiaoqin Wang. All authors have read and agreed to the published version of the manuscript.

Corresponding author

Correspondence to Xuesong Zhai .

Ethics declarations

Competing interests.

The authors declare no competing interests.

Ethical approval

This research was approved by the Committee for Human Research of East China Normal University (Number: HR 347-2022). The procedures used in this study adhere to the tenets of the Declaration of Helsinki.

Informed consent

Written informed consent was obtained from all participants in this study before data collection.

Additional information

Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by-nc-nd/4.0/ .

Reprints and permissions

About this article

Cite this article.

Jiang, H., Chugh, R., Zhai, X. et al. Longitudinal analysis of teacher self-efficacy evolution during a STEAM professional development program: a qualitative case study. Humanit Soc Sci Commun 11 , 1162 (2024). https://doi.org/10.1057/s41599-024-03655-5

Download citation

Received : 27 April 2024

Accepted : 12 August 2024

Published : 08 September 2024

DOI : https://doi.org/10.1057/s41599-024-03655-5

Share this article

Anyone you share the following link with will be able to read this content:

Sorry, a shareable link is not currently available for this article.

Provided by the Springer Nature SharedIt content-sharing initiative

Quick links

  • Explore articles by subject
  • Guide to authors
  • Editorial policies

case study teaching approach

  • Work & Careers
  • Life & Arts

Business school teaching case study: Turning off carbon while keeping the lights on

A person in a patterned dress holds a candle, illuminating a dark room with a soft, flickering light, highlighting a television and framed picture on the wall

  • Business school teaching case study: Turning off carbon while keeping the lights on on x (opens in a new window)
  • Business school teaching case study: Turning off carbon while keeping the lights on on facebook (opens in a new window)
  • Business school teaching case study: Turning off carbon while keeping the lights on on linkedin (opens in a new window)
  • Business school teaching case study: Turning off carbon while keeping the lights on on whatsapp (opens in a new window)

Morris Mthombeni and Albert Wocke

Roula Khalaf, Editor of the FT, selects her favourite stories in this weekly newsletter.

Read the professors’ business school-style case study before considering the issues raised in the box at the end.

At the end of last year, Dan Marokane became the 12th chief executive of Eskom in the past decade alone. He returned to the embattled South African state-owned utility monopoly, which he had left in 2015, to tackle the tensions between fixing the company to ensure energy security in South Africa and meeting its “just energy transition” commitments to lower emissions.

At COP26, the UN Climate Change Conference in Glasgow, in December 2021, the US, EU, UK, France and Germany pledged $8.5bn to help South Africa shut its coal-fired powered stations. Eskom generates more than 90 per cent of electricity used in South Africa and the Southern African Development Community region, of which 85 per cent is produced from fossil fuels.

Overall, the energy sector contributes 41 per cent of South Africa’s CO₂ emissions, according to the World Bank , earning Eskom the dubious honour of being called “the world’s worst polluting power company” by some environmental groups. Eskom also finds itself at odds with climate activists and academics such as those from University College London and the International Institute for Sustainable Development, who argue that “no more fossil fuel projects are needed as renewable energy sources take up the demand”.

In addition, since 2008, Eskom has struggled with debilitating national blackouts euphemistically known as “load shedding”. These were caused by insufficient generation to meet demand for power as a result of poor management, corruption and bad political decisions. Electricity prices spiked and the lack of power further weakened the South African economy, costing as much as £40mn per day.

The authors

Morris Mthombeni and Albert Wocke are professors at the Gordon Institute of Business Science at the University of Pretoria in South Africa; Professor Mthombeni is also dean at Gibs

During the first half of 2024, the situation appeared finally to be stabilising, following the appointment of Mteto Nyati as Eskom chairman. Nyati had a successful track record in the technology and telecommunication sectors. Marokane, as a new chief executive with a supportive board chair, is also able to draw on his prior experience at Eskom, when he was in charge of generation.

Marokane has cautioned that, while there has been no load shedding for several months, “South Africa is not out of the woods yet”. His strategy includes carrying out extensive maintenance at underperforming coal-fired power stations that had been poorly maintained, and dismissing corrupt or incompetent managers. The turnaround is complicated by a new business model and the need for Eskom to move to cleaner energy production as part of the just transition programme.

Eskom was a vertically integrated business since its inception in 1923 but, in 2019, the South African government began a process of unbundling the company into separate subsidiaries for generation, transmission and distribution. The objective was to tackle the problems that led to load shedding and improve efficiency and transparency, reduce rent seeking, and protect capital providers interests.

The first division to be spun off in July this year was transmission, now an Eskom subsidiary known as the National Transmission Company South Africa, which operates with a separate board and management team. This has the potential to be the most profitable of the subsidiaries and will run the transmission system and buy electricity from multiple generators, not only Eskom. It will eventually provide a platform for generators, consumers, retailers and traders to trade with each other, as happens in a number of other countries. But Marokane might want to push back the timing of the spin-off for two related reasons.

First, Eskom ought to protect its less profitable generation division, currently dominated by fossil-fuel energy sources. In July, Eskom spoke out against government plans to issue licences allowing private generators to sell directly to customers, and to permit the import of energy into South Africa. The company was concerned that applicants would be able to cherry-pick customers, leaving existing small users without the present cross-subsidy from larger consumers.

Second, to meet its carbon emission reduction targets, Eskom must find a way to address a continuing reliance on fossil fuels as the main source of energy in its generation division. The company had pledged at COP26 to reduce emissions from 442mn tons a year to between 350mn and 420mn tons by 2030. Retaining transmission capability within Eskom could help support a sustainable restructure, leading to a better funded just transition plan.

Marokane was confident Eskom would reduce about 71mn tons of CO₂ from generation by 2030, as it aggressively built a renewable energy portfolio. Yet it has failed to repurpose its 63-year-old 1,000MW Komati power station, east of Pretoria — it was finally decommissioned in October 2022.

Owing to the social consequences of the loss of hundreds of jobs at the fossil-fuelled Komati, which were replaced by many fewer focusing on social entrepreneurship initiatives, Marokane described it as an “ atomic bomb scenario in terms of social discord”.

Despite partnering with the South African Renewable Energy Technology Centre and the Global Energy Alliance for People and Planet to redeploy the hundreds of people who lost jobs after the closure of Komati, Eskom has found that the path to a just energy transition is not a smooth one.

Discussion points

See the FT video above, and:

ft.com/eskom-case1

ft.com/eskon-case2

Considering the current strategy to unbundle Eskom into generation, distribution and transmission subsidiaries, how can the company make its generation business comfortably profitable?

Is the organisational restructure a crucial part of Eskom’s plan to achieve its emission reduction targets? If Eskom believed the restructure was unnecessary for it achieve its 2030 emissions reduction targets, could Marokane and his team consider retaining the current structure for the foreseeable future?

Promoted Content

Follow the topics in this article.

  • Masters in Management Add to myFT
  • African companies Add to myFT
  • Renewable energy Add to myFT
  • Business school case Add to myFT
  • Utilities Add to myFT
  • Columbia University in the City of New York
  • University Policies
  • Academic Calendar
  • Columbia Online
  • Office of the Vice Provost for Teaching, Learning, and Innovation

Columbia CTL

  • Resources and Technology
  • Teaching Resources

Case Method Teaching and Learning

What is the case method? How can the case method be used to engage learners? What are some strategies for getting started? This guide helps instructors answer these questions by providing an overview of the case method while highlighting learner-centered and digitally-enhanced approaches to teaching with the case method. The guide also offers tips to instructors as they get started with the case method and additional references and resources.

On this page:

What is case method teaching.

  • Case Method at Columbia

Why use the Case Method?

Case method teaching approaches, how do i get started.

  • Additional Resources

Case method 1 teaching is an active form of instruction that focuses on a case and involves students learning by doing 2 3 . Cases are real or invented stories 4  that include “an educational message” or recount events, problems, dilemmas, theoretical or conceptual issue that requires analysis and/or decision-making.

Case-based teaching simulates real world situations and asks students to actively grapple with complex problems 5 6 This method of instruction is used across disciplines to promote learning, and is common in law, business, medicine, among other fields. See Table 1 below for a few types of cases and the learning they promote.

Table 1: Types of cases and the learning they promote.

Type of Case Description Promoted Learning

Directed case

Presents a scenario that is followed by discussion using a  set of “directed” / close-ended questions that can be answered from course material.

Understanding of fundamental concepts, principles, and facts

Dilemma or decision case

Presents an individual, institution, or community faced with a problem that must be solved. Students may be presented with actual historical outcomes after they work through the case.

Problem solving and decision-making skills

Interrupted case

Presents a problem for students to solve in a progressive disclosure format. Students are given the case in parts that they work on and make decisions about before moving on to the next part.

Problem solving skills
Analysis or issue case Focuses on answering questions and analyzing the situation presented. This can include “retrospective” cases that tell a story and its outcomes and have students analyze what happened and why alternative solutions were not taken. Analysis skills

For a more complete list, see Case Types & Teaching Methods: A Classification Scheme from the National Center for Case Study Teaching in Science.

Back to Top

Case Method Teaching and Learning at Columbia

The case method is actively used in classrooms across Columbia, at the Morningside campus in the School of International and Public Affairs (SIPA), the School of Business, Arts and Sciences, among others, and at Columbia University Irving Medical campus.

Faculty Spotlight:

Professor Mary Ann Price on Using Case Study Method to Place Pre-Med Students in Real-Life Scenarios

Read more  

Professor De Pinho on Using the Case Method in the Mailman Core

Case method teaching has been found to improve student learning, to increase students’ perception of learning gains, and to meet learning objectives 8 9 . Faculty have noted the instructional benefits of cases including greater student engagement in their learning 10 , deeper student understanding of concepts, stronger critical thinking skills, and an ability to make connections across content areas and view an issue from multiple perspectives 11 . 

Through case-based learning, students are the ones asking questions about the case, doing the problem-solving, interacting with and learning from their peers, “unpacking” the case, analyzing the case, and summarizing the case. They learn how to work with limited information and ambiguity, think in professional or disciplinary ways, and ask themselves “what would I do if I were in this specific situation?”

The case method bridges theory to practice, and promotes the development of skills including: communication, active listening, critical thinking, decision-making, and metacognitive skills 12 , as students apply course content knowledge, reflect on what they know and their approach to analyzing, and make sense of a case. 

Though the case method has historical roots as an instructor-centered approach that uses the Socratic dialogue and cold-calling, it is possible to take a more learner-centered approach in which students take on roles and tasks traditionally left to the instructor. 

Cases are often used as “vehicles for classroom discussion” 13 . Students should be encouraged to take ownership of their learning from a case. Discussion-based approaches engage students in thinking and communicating about a case. Instructors can set up a case activity in which students are the ones doing the work of “asking questions, summarizing content, generating hypotheses, proposing theories, or offering critical analyses” 14 . 

The role of the instructor is to share a case or ask students to share or create a case to use in class, set expectations, provide instructions, and assign students roles in the discussion. Student roles in a case discussion can include: 

  • discussion “starters” get the conversation started with a question or posing the questions that their peers came up with; 
  • facilitators listen actively, validate the contributions of peers, ask follow-up questions, draw connections, refocus the conversation as needed; 
  • recorders take-notes of the main points of the discussion, record on the board, upload to CourseWorks, or type and project on the screen; and 
  • discussion “wrappers” lead a summary of the main points of the discussion. 

Prior to the case discussion, instructors can model case analysis and the types of questions students should ask, co-create discussion guidelines with students, and ask for students to submit discussion questions. During the discussion, the instructor can keep time, intervene as necessary (however the students should be doing the talking), and pause the discussion for a debrief and to ask students to reflect on what and how they learned from the case activity. 

Note: case discussions can be enhanced using technology. Live discussions can occur via video-conferencing (e.g., using Zoom ) or asynchronous discussions can occur using the Discussions tool in CourseWorks (Canvas) .

Table 2 includes a few interactive case method approaches. Regardless of the approach selected, it is important to create a learning environment in which students feel comfortable participating in a case activity and learning from one another. See below for tips on supporting student in how to learn from a case in the “getting started” section and how to create a supportive learning environment in the Guide for Inclusive Teaching at Columbia . 

Table 2. Strategies for Engaging Students in Case-Based Learning

Strategy Role of the Instructor

Debate or Trial

Develop critical thinking skills and encourage students to challenge their existing assumptions.

Structure (with guidelines) and facilitate a debate between two diametrically opposed views. Keep time and ask students to reflect on their experience.

Prepare to argue either side. Work in teams to develop and present arguments, and debrief the debate.

Work in teams and prepare an argument for conflicting sides of an issue.

Role play or Public Hearing

Understand diverse points of view, promote creative thinking, and develop empathy. Structure the role-play and facilitate the debrief. At the close of the activity, ask students to reflect on what they learned. Play a role found in a case, understand the points of view of stakeholders involved. Describe the points of view of every stakeholder involved.
Jigsaw Promote peer-to-peer learning, and get students to own their learning. Form student groups, assign each group a piece of the case to study.  Form new groups with an “expert” for each previous group. Facilitate a debrief. Be responsible for learning and then teaching case material to peers. Develop expertise for part of the problem. Facilitate case method materials for their peers.
“Clicker case”   / (ARS) Gauge your students’ learning; get all students to respond to questions, and launch or enhance a case discussion. Instructor presents a case in stages, punctuated with questions in Poll Everywhere that students respond to using a mobile device.  Respond to questions using a mobile device. Reflect on why they responded the way they did and discuss with peers seated next to them. Articulate their understanding of a case components.

Approaches to case teaching should be informed by course learning objectives, and can be adapted for small, large, hybrid, and online classes. Instructional technology can be used in various ways to deliver, facilitate, and assess the case method. For instance, an online module can be created in CourseWorks (Canvas) to structure the delivery of the case, allow students to work at their own pace, engage all learners, even those reluctant to speak up in class, and assess understanding of a case and student learning. Modules can include text, embedded media (e.g., using Panopto or Mediathread ) curated by the instructor, online discussion, and assessments. Students can be asked to read a case and/or watch a short video, respond to quiz questions and receive immediate feedback, post questions to a discussion, and share resources. 

For more information about options for incorporating educational technology to your course, please contact your Learning Designer .

To ensure that students are learning from the case approach, ask them to pause and reflect on what and how they learned from the case. Time to reflect  builds your students’ metacognition, and when these reflections are collected they provides you with insights about the effectiveness of your approach in promoting student learning.

Well designed case-based learning experiences: 1) motivate student involvement, 2) have students doing the work, 3) help students develop knowledge and skills, and 4) have students learning from each other.  

Designing a case-based learning experience should center around the learning objectives for a course. The following points focus on intentional design. 

Identify learning objectives, determine scope, and anticipate challenges. 

  • Why use the case method in your course? How will it promote student learning differently than other approaches? 
  • What are the learning objectives that need to be met by the case method? What knowledge should students apply and skills should they practice? 
  • What is the scope of the case? (a brief activity in a single class session to a semester-long case-based course; if new to case method, start small with a single case). 
  • What challenges do you anticipate (e.g., student preparation and prior experiences with case learning, discomfort with discussion, peer-to-peer learning, managing discussion) and how will you plan for these in your design? 
  • If you are asking students to use transferable skills for the case method (e.g., teamwork, digital literacy) make them explicit. 

Determine how you will know if the learning objectives were met and develop a plan for evaluating the effectiveness of the case method to inform future case teaching. 

  • What assessments and criteria will you use to evaluate student work or participation in case discussion? 
  • How will you evaluate the effectiveness of the case method? What feedback will you collect from students? 
  • How might you leverage technology for assessment purposes? For example, could you quiz students about the case online before class, accept assignment submissions online, use audience response systems (e.g., PollEverywhere) for formative assessment during class? 

Select an existing case, create your own, or encourage students to bring course-relevant cases, and prepare for its delivery

  • Where will the case method fit into the course learning sequence? 
  • Is the case at the appropriate level of complexity? Is it inclusive, culturally relevant, and relatable to students? 
  • What materials and preparation will be needed to present the case to students? (e.g., readings, audiovisual materials, set up a module in CourseWorks). 

Plan for the case discussion and an active role for students

  • What will your role be in facilitating case-based learning? How will you model case analysis for your students? (e.g., present a short case and demo your approach and the process of case learning) (Davis, 2009). 
  • What discussion guidelines will you use that include your students’ input? 
  • How will you encourage students to ask and answer questions, summarize their work, take notes, and debrief the case? 
  • If students will be working in groups, how will groups form? What size will the groups be? What instructions will they be given? How will you ensure that everyone participates? What will they need to submit? Can technology be leveraged for any of these areas? 
  • Have you considered students of varied cognitive and physical abilities and how they might participate in the activities/discussions, including those that involve technology? 

Student preparation and expectations

  • How will you communicate about the case method approach to your students? When will you articulate the purpose of case-based learning and expectations of student engagement? What information about case-based learning and expectations will be included in the syllabus?
  • What preparation and/or assignment(s) will students complete in order to learn from the case? (e.g., read the case prior to class, watch a case video prior to class, post to a CourseWorks discussion, submit a brief memo, complete a short writing assignment to check students’ understanding of a case, take on a specific role, prepare to present a critique during in-class discussion).

Andersen, E. and Schiano, B. (2014). Teaching with Cases: A Practical Guide . Harvard Business Press. 

Bonney, K. M. (2015). Case Study Teaching Method Improves Student Performance and Perceptions of Learning Gains†. Journal of Microbiology & Biology Education , 16 (1), 21–28. https://doi.org/10.1128/jmbe.v16i1.846

Davis, B.G. (2009). Chapter 24: Case Studies. In Tools for Teaching. Second Edition. Jossey-Bass. 

Garvin, D.A. (2003). Making the Case: Professional Education for the world of practice. Harvard Magazine. September-October 2003, Volume 106, Number 1, 56-107.

Golich, V.L. (2000). The ABCs of Case Teaching. International Studies Perspectives. 1, 11-29. 

Golich, V.L.; Boyer, M; Franko, P.; and Lamy, S. (2000). The ABCs of Case Teaching. Pew Case Studies in International Affairs. Institute for the Study of Diplomacy. 

Heath, J. (2015). Teaching & Writing Cases: A Practical Guide. The Case Center, UK. 

Herreid, C.F. (2011). Case Study Teaching. New Directions for Teaching and Learning. No. 128, Winder 2011, 31 – 40. 

Herreid, C.F. (2007). Start with a Story: The Case Study Method of Teaching College Science . National Science Teachers Association. Available as an ebook through Columbia Libraries. 

Herreid, C.F. (2006). “Clicker” Cases: Introducing Case Study Teaching Into Large Classrooms. Journal of College Science Teaching. Oct 2006, 36(2). https://search.proquest.com/docview/200323718?pq-origsite=gscholar  

Krain, M. (2016). Putting the Learning in Case Learning? The Effects of Case-Based Approaches on Student Knowledge, Attitudes, and Engagement. Journal on Excellence in College Teaching. 27(2), 131-153. 

Lundberg, K.O. (Ed.). (2011). Our Digital Future: Boardrooms and Newsrooms. Knight Case Studies Initiative. 

Popil, I. (2011). Promotion of critical thinking by using case studies as teaching method. Nurse Education Today, 31(2), 204–207. https://doi.org/10.1016/j.nedt.2010.06.002

Schiano, B. and Andersen, E. (2017). Teaching with Cases Online . Harvard Business Publishing. 

Thistlethwaite, JE; Davies, D.; Ekeocha, S.; Kidd, J.M.; MacDougall, C.; Matthews, P.; Purkis, J.; Clay D. (2012). The effectiveness of case-based learning in health professional education: A BEME systematic review . Medical Teacher. 2012; 34(6): e421-44. 

Yadav, A.; Lundeberg, M.; DeSchryver, M.; Dirkin, K.; Schiller, N.A.; Maier, K. and Herreid, C.F. (2007). Teaching Science with Case Studies: A National Survey of Faculty Perceptions of the Benefits and Challenges of Using Cases. Journal of College Science Teaching; Sept/Oct 2007; 37(1). 

Weimer, M. (2013). Learner-Centered Teaching: Five Key Changes to Practice. Second Edition. Jossey-Bass.

Additional resources 

Teaching with Cases , Harvard Kennedy School of Government. 

Features “what is a teaching case?” video that defines a teaching case, and provides documents to help students prepare for case learning, Common case teaching challenges and solutions, tips for teaching with cases. 

Promoting excellence and innovation in case method teaching: Teaching by the Case Method , Christensen Center for Teaching & Learning. Harvard Business School. 

National Center for Case Study Teaching in Science . University of Buffalo. 

A collection of peer-reviewed STEM cases to teach scientific concepts and content, promote process skills and critical thinking. The Center welcomes case submissions. Case classification scheme of case types and teaching methods:

  • Different types of cases: analysis case, dilemma/decision case, directed case, interrupted case, clicker case, a flipped case, a laboratory case. 
  • Different types of teaching methods: problem-based learning, discussion, debate, intimate debate, public hearing, trial, jigsaw, role-play. 

Columbia Resources

Resources available to support your use of case method: The University hosts a number of case collections including: the Case Consortium (a collection of free cases in the fields of journalism, public policy, public health, and other disciplines that include teaching and learning resources; SIPA’s Picker Case Collection (audiovisual case studies on public sector innovation, filmed around the world and involving SIPA student teams in producing the cases); and Columbia Business School CaseWorks , which develops teaching cases and materials for use in Columbia Business School classrooms.

Center for Teaching and Learning

The Center for Teaching and Learning (CTL) offers a variety of programs and services for instructors at Columbia. The CTL can provide customized support as you plan to use the case method approach through implementation. Schedule a one-on-one consultation. 

Office of the Provost

The Hybrid Learning Course Redesign grant program from the Office of the Provost provides support for faculty who are developing innovative and technology-enhanced pedagogy and learning strategies in the classroom. In addition to funding, faculty awardees receive support from CTL staff as they redesign, deliver, and evaluate their hybrid courses.

The Start Small! Mini-Grant provides support to faculty who are interested in experimenting with one new pedagogical strategy or tool. Faculty awardees receive funds and CTL support for a one-semester period.

Explore our teaching resources.

  • About the TOF Program
  • 2017-18 Fellows
  • 2016-17 Fellows

CTL resources and technology for you.

  • About the LTF Program
  • 2015-16 Fellows
  • Senior Lead Teaching Fellowship
  • The origins of this method can be traced to Harvard University where in 1870 the Law School began using cases to teach students how to think like lawyers using real court decisions. This was followed by the Business School in 1920 (Garvin, 2003). These professional schools recognized that lecture mode of instruction was insufficient to teach critical professional skills, and that active learning would better prepare learners for their professional lives. ↩
  • Golich, V.L. (2000). The ABCs of Case Teaching. International Studies Perspectives. 1, 11-29. ↩
  • Herreid, C.F. (2007). Start with a Story: The Case Study Method of Teaching College Science . National Science Teachers Association. Available as an ebook through Columbia Libraries. ↩
  • Davis, B.G. (2009). Chapter 24: Case Studies. In Tools for Teaching. Second Edition. Jossey-Bass. ↩
  • Andersen, E. and Schiano, B. (2014). Teaching with Cases: A Practical Guide . Harvard Business Press. ↩
  • Lundberg, K.O. (Ed.). (2011). Our Digital Future: Boardrooms and Newsrooms. Knight Case Studies Initiative. ↩
  • Heath, J. (2015). Teaching & Writing Cases: A Practical Guide. The Case Center, UK. ↩
  • Bonney, K. M. (2015). Case Study Teaching Method Improves Student Performance and Perceptions of Learning Gains†. Journal of Microbiology & Biology Education , 16 (1), 21–28. https://doi.org/10.1128/jmbe.v16i1.846 ↩
  • Krain, M. (2016). Putting the Learning in Case Learning? The Effects of Case-Based Approaches on Student Knowledge, Attitudes, and Engagement. Journal on Excellence in College Teaching. 27(2), 131-153. ↩
  • Thistlethwaite, JE; Davies, D.; Ekeocha, S.; Kidd, J.M.; MacDougall, C.; Matthews, P.; Purkis, J.; Clay D. (2012). The effectiveness of case-based learning in health professional education: A BEME systematic review . Medical Teacher. 2012; 34(6): e421-44. ↩
  • Yadav, A.; Lundeberg, M.; DeSchryver, M.; Dirkin, K.; Schiller, N.A.; Maier, K. and Herreid, C.F. (2007). Teaching Science with Case Studies: A National Survey of Faculty Perceptions of the Benefits and Challenges of Using Cases. Journal of College Science Teaching; Sept/Oct 2007; 37(1). ↩
  • Popil, I. (2011). Promotion of critical thinking by using case studies as teaching method. Nurse Education Today, 31(2), 204–207. https://doi.org/10.1016/j.nedt.2010.06.002 ↩
  • Weimer, M. (2013). Learner-Centered Teaching: Five Key Changes to Practice. Second Edition. Jossey-Bass. ↩
  • Herreid, C.F. (2006). “Clicker” Cases: Introducing Case Study Teaching Into Large Classrooms. Journal of College Science Teaching. Oct 2006, 36(2). https://search.proquest.com/docview/200323718?pq-origsite=gscholar ↩

This website uses cookies to identify users, improve the user experience and requires cookies to work. By continuing to use this website, you consent to Columbia University's use of cookies and similar technologies, in accordance with the Columbia University Website Cookie Notice .

Open Access is an initiative that aims to make scientific research freely available to all. To date our community has made over 100 million downloads. It’s based on principles of collaboration, unobstructed discovery, and, most importantly, scientific progression. As PhD students, we found it difficult to access the research we needed, so we decided to create a new Open Access publisher that levels the playing field for scientists across the world. How? By making research easy to access, and puts the academic needs of the researchers before the business interests of publishers.

We are a community of more than 103,000 authors and editors from 3,291 institutions spanning 160 countries, including Nobel Prize winners and some of the world’s most-cited researchers. Publishing on IntechOpen allows authors to earn citations and find new collaborators, meaning more people see your work not only from your own field of study, but from other related fields too.

Brief introduction to this section that descibes Open Access especially from an IntechOpen perspective

Want to get in touch? Contact our London head office or media team here

Our team is growing all the time, so we’re always on the lookout for smart people who want to help us reshape the world of scientific publishing.

Home > Books > Entrepreneurship - Digital Transformation, Education, Opportunities and Challenges [Working Title]

Digital Transformation in Entrepreneurship Education: A Case Study of KABADA at the University of Monastir

Submitted: 18 July 2024 Reviewed: 20 July 2024 Published: 11 September 2024

DOI: 10.5772/intechopen.1006571

Cite this chapter

There are two ways to cite this chapter:

From the Edited Volume

Entrepreneurship - Digital Transformation, Education, Opportunities and Challenges [Working Title]

Dr. Larisa Ivascu and Dr. Florin Dragan

Chapter metrics overview

4 Chapter Downloads

Impact of this chapter

Total Chapter Downloads on intechopen.com

This chapter explores the integration of digital tools in entrepreneurial education, specifically focusing on the digital tool KABADA (Knowledge Alliance of Business Idea Assessment: Digital Approach) and its impact on the entrepreneurial intentions of Generation Z students at the University of Monastir, Tunisia. The study situates itself within the broader context of the Sustainable Development Goals and the European Union’s Digital Education Action Plan, emphasizing the role of digital transformation in enhancing educational practices. By employing a quasi-experimental design, the research compares the outcomes of entrepreneurial workshops utilizing KABADA against traditional methods, highlighting the tool’s efficacy in fostering entrepreneurial knowledge and intentions. Key findings underscore the importance of incorporating digital technologies in higher education to align with global market demands and prepare future entrepreneurs. The chapter concludes with recommendations for educators and policymakers on leveraging digital tools to support sustainable and innovative entrepreneurial education.

  • transformation
  • entrepreneurship

Author Information

Fitouri mohamed *.

  • Laboratory Innovation Strategy Entrepreneurship Finance and Economy LISEFE, Faculty of Economics and Management of Mahdia, University of Monastir, Tunisia

Samia Karoui Zouaoui

  • Laboratory Innovation Strategy Entrepreneurship Finance and Economy LISEFE, Faculty of Economics and Management of Tunis, University of Tunis El Manar, Tunis, Tunisia

Akram Belhaj Mohamed

  • Taif University, Saudi Arabia

*Address all correspondence to: [email protected]

1. Introduction

The implementation of the Sustainable Development Goals by the United Nations emphasizes investment in education to foster innovation. Entrepreneurial education is undergoing a digital transformation, integrating new technologies that significantly impact the educational process. Educational institutions are crucial in training future entrepreneurs, aiming to increase students’ entrepreneurial intention. Generation Z, embedded in today’s education system, promotes the diverse use of digital tools for learning [ 1 ].

UN’s MDG Objective 4 aims to increase by 2030 the number of people with skills necessary for employment, including entrepreneurial skills. Responding to this, the European Union launched the Digital Education Action Plan (2021–2027) to harmonize European education systems with high-quality digital education.

The adoption of ICT is vital in promoting sustainable educational practices. This study enriches theories on ICT and AI in entrepreneurial and sustainable education. While digital transformation is well-documented in finance and engineering, its adaptation in higher education is understudied.

Alenezi [ 2 ] notes that digital transformation is accelerating, prompting higher education to adopt new technologies. Research in entrepreneurial education exploring student entrepreneurship and innovation is expanding [ 3 ].

Authors like Kuratko [ 4 ], Pittaway and Cope [ 5 ], Fayolle and Gailly [ 6 ], and Lackéus [ 7 ] have deepened understanding of entrepreneurial education. Findings on its impact on entrepreneurial intent vary; some studies report positive effects [ 8 , 9 , 10 ], while others find mixed or negative results [ 11 , 12 ].

The increasing use of online learning and AI in higher education suggests AI’s potential to enhance educational processes [ 13 ]. However, the application of digital tools in entrepreneurial education remains underexplored [ 14 ].

This study evaluates the digital tool KABADA (Knowledge Alliance of Business Idea Assessment: Digital Approach) in entrepreneurial workshops during digital transformation (DT). Focused on Generation Z, known for digital immersion [ 15 ], KABADA, developed through Erasmus+, is examined for enhancing influences entrepreneurial intentions (EI) among students at the University of Monastir, Tunisia.

In Tunisia, the University of Monastir leads in integrating ICT into entrepreneurial education, aligning with MDG goals to strengthen student entrepreneurship and innovation skills. This research aims to understand KABADA’s impact on Tunisian students’ entrepreneurial intention, preparing them for global market challenges.

The chapter begins with a literature review on digital education transformation and digital tools in entrepreneurial education, followed by research methodology, results analysis at the University of Monastir, and concludes with a discussion, recommendations, and research significance.

2. Literature review

Digitization, as defined by Vial [ 16 ] and Mirzagayeva and Aslanov [ 17 ], encompasses the adoption of digital technologies across various sectors. Giuggioli and Pellegrini [ 18 ] further elaborate that digitization involves transforming analog processes and organizational tasks into digital formats, including management processes.

The concept of digital transformation and its impact on sustainable development is complex and not extensively explored in scientific literature. Holopainen et al. [ 19 ] investigate how digital transformation influences value creation, emphasizing the need for organizations to integrate digital capabilities with existing value chains.

Digitization is closely intertwined with sustainability [ 20 ]. Ionescu-Feleagă et al. [ 21 ] highlight that digitization presents new opportunities and challenges for organizations aiming to implement sustainable strategies. They find a positive correlation between the Digital Economy and Society Index (DESI) and the Sustainable Development Goals Index (SDG Index) across EU countries from 2019 to 2021.

Iannone and Mille [ 22 ] argues that digitization enhances efficiency by automating production stages and enabling precise monitoring of environmental impacts, thereby supporting sustainable development goals. From an economic perspective, digitization also boosts the demand for human capital, contributing to economic growth [ 23 , 24 ]. The COVID-19 pandemic has catalyzed a surge in studies on the digitization of higher education [ 25 ]. Benavides et al. [ 26 ] argue that higher education institutions are grappling with the impacts of Industry 4.0, necessitating comprehensive digital transformation. Many universities prioritize enhancing academic quality and global rankings through digital integration in teaching processes.

However, Rodríguez-Abitia and Bribiesca-Correa [ 27 ] find that universities lag behind other sectors in digital transformation due to ineffective leadership, cultural resistance, limited innovation, and financial constraints. Akour and Alenezi [ 28 ] highlight the increasing concerns among educational stakeholders regarding digitization, emphasizing the growing importance of digital skills in education and the workplace.

Ratten and Usmanij [ 29 ] link current trends in entrepreneurship education (EE) with emerging employment patterns like the gig economy and digital workplace transformation. They emphasize the shift toward digital entrepreneurship facilitated by digital platforms.

Five key factors driving digitalization in EE include internal culture and skills of teachers and students, cost efficiencies, and industry competition [ 30 , 31 ]. Despite advocacy for contemporary skills in education, the integration of digital skills into curricula and teaching practices remains inadequate [ 32 ].

Pan et al. [ 33 ], Cattaneo et al. [ 34 ], and Hammoda [ 35 ] highlight significant investments in technology by higher education institutions to reduce costs and enhance educational outcomes through digital tools. Frey and Osborne [ 36 ] underscore the increasing role of digital tools in distance learning, which proves crucial for cost savings and improving educational accessibility.

Artificial intelligence (AI) technologies are advancing in education, with roots in automation dating back to the 1950s for accelerating work processes. Huang et al. [ 37 ] note the prominence of Bayesian statistics in machine learning research from the 1960s. AI’s integration in education aims for personalized, effective, transformative, results-oriented, inclusive, and sustainable learning experiences [ 35 ].

AI applications include machine learning and intelligent machines, enhancing data analysis capabilities for deductive and inductive reasoning [ 35 ]. The shift toward AI-based learning tools in education is seen as transformative [ 38 ], with intelligent tutoring systems predicted to revolutionize educational practices [ 35 , 36 , 37 , 38 , 39 ].

Giuggioli and Pellegrini [ 18 ] advocate for integrating AI to offer students access to vast information resources, suggesting a shift toward innovative, practical, inclusive, and entrepreneurial-focused education [ 40 ].

Entrepreneurial intention is shaped by personal characteristics and self-analysis, influencing career choices and entrepreneurial aspirations [ 41 ]. Kasler et al. [ 42 ] highlight significant correlations between hope, courage, and perceptions of employability, while Lim et al. [ 43 ] stress the moderating role of self-efficacy in professional development outcomes.

Researchers like Lesinskis et al. [ 44 ] and Davey et al. [ 45 ] address disparities among Generation Z in different global regions, noting varying inclinations toward entrepreneurship. Ajzen’s [ 46 ] Planned Behavior Theory (1991) is widely used to understand and modify social behavior, emphasizing the influence of positive attitudes and subjective norms on behavioral intentions [ 47 ].

According to Vamvaka et al. [ 47 ], the Theory of Planned Behavior (TPB) views entrepreneurship as a deliberate, planned behavior developed over time. They advocate for further empirical studies to analyze perceptions of entrepreneurship.

Cheung [ 41 ] underscores the importance of fostering entrepreneurial thinking early in life to enhance emotional intelligence. Overall, the impact of entrepreneurship education on entrepreneurial intentions remains a complex area of study.

According to recent research by Asimakopoulos et al. [ 8 ], Cera et al. [ 9 ], Iwu et al. [ 48 ], Wang et al. [ 10 ], and Pan [ 33 ], entrepreneurial education demonstrates a positive correlation with entrepreneurial intentions. Akpoviroro et al. [ 49 ] highlight a significant link between understanding business models in AI studies and entrepreneurial orientation. Carvalho et al. [ 50 , 51 ] and Wibowo and Narmaditya [ 40 ] specifically focus on digital entrepreneurship, finding that it fosters intentions for digital enterprise development among students. Conversely, research by Reissová et al. [ 12 ] and Martínez-Gregorio et al. [ 11 ] challenges or restricts the perceived beneficial impact of entrepreneurial education on entrepreneurial intentions.

Generational influences such as societal factors, global developments, technology, and demographics shape each generation, contributing unique skills, individuality, and perspectives that benefit society as a whole [ 42 ]. Understanding Generation Z’s distinct characteristics, shaped by their technological experiences and socio-cultural expectations, is crucial for adapting to their needs, motivations, and interpersonal dynamics [ 45 ].

Based on an extensive literature review, a conceptual framework has been developed, depicted in Figure 1 , illustrating variables and hypothesized relationships. The framework predicts that entrepreneurship education (EE) influences entrepreneurial intentions (EI) and other outcomes, with the Theory of Planned Behavior (TPB) antecedents acting as mediators. The impact of EE is moderated by two types of workshops: traditional workshops and those utilizing the digital tool KABADA.

case study teaching approach

Conceptual framework.

Based on the comprehensive literature analysis, the following primary hypotheses and sub-hypotheses have been formulated:

Primary hypotheses:

H1. Utilizing the digital tool KABADA in entrepreneurship education (EE) workshops positively influences the EI of Generation Z.

H2. The positive impact on the EI of Generation Z is more pronounced when the digital tool KABADA is used in EE workshops compared to traditional EE workshops.

Sub-hypotheses:

H2a. The digital tool KABADA enhances entrepreneurial knowledge among Generation Z more effectively in EE workshops than traditional EE workshops.

H2b. Generation Z shows greater interest in becoming entrepreneurs when exposed to the digital tool KABADA in EE workshops compared to traditional EE workshops.

H2c. The use of the digital tool KABADA inspires Generation Z more significantly to consider entrepreneurship in EE workshops compared to traditional EE workshops.

H2d. Generation Z perceives entrepreneurship as more fulfilling when engaged with the digital tool KABADA in EE workshops than in traditional EE workshops.

H2e. Overall interest in entrepreneurship is higher among Generation Z students participating in EE workshops with the digital tool KABADA compared to traditional EE workshops.

H2f. Generation Z expresses a stronger intention to initiate entrepreneurial ventures within the next 5 years when exposed to the digital tool KABADA in EE workshops compared to traditional EE workshops.

3. Data collection and research approach

3.1 kabada digital tool for online entrepreneurship education.

In contemporary times, the utilization of automated software incorporating AI algorithms and machine learning components is prevalent across various sectors and increasingly essential in the field of education [ 52 , 53 ]. This article’s empirical section investigates an experiment examining the impact of the digital tool KABADA on the entrepreneurial enthusiasm (EI) of Generation Z students. KABADA, an acronym for Knowledge Alliance of Business Idea Assessment: Digital Approach, was developed with the support of the Erasmus+ project. The study of KABADA, which integrates AI algorithms, contributes significantly to our understanding of AI applications in entrepreneurship education. Launched in 2022 by the ERASMUS+ project group, the KABADA business planning tool provides an organized, online solution assisting students in the step-by-step creation of a business plan.

According to Ahmed et al. [ 54 ], Dasgupta [ 55 ], and Antwi and Kasim [ 56 ], students must understand the structure of a business plan and practice creating one to implement business ideas effectively. Utilizing theoretical studies, business statistics, and artificial intelligence, KABADA supports novice entrepreneurs at every stage of business plan design [ 57 ]. The tool targets entrepreneurs, financial institutions, and labor organizations but is primarily aimed at students from various degree programs, including both business and non-business students with diverse backgrounds.

The KABADA tool’s foundation lies in the structure and elements of a business plan, encompassing all critical areas of business planning. Eliades et al. [ 58 ] note that students are trained in six major stages: industry statistics, industry risks, designing a Business Model Canvas, SWOT analysis, personal characteristics analysis, and financial forecasts. Initially, KABADA introduces users to the business statistics of their chosen industry within the country where they intend to become entrepreneurs. According to Martínez-Gregorio et al. [ 11 ], the system compares national indicators with industry trends in the European Union, derived from Eurostat data.

Subsequently, KABADA educates users about various macroeconomic, industrial, and business risks faced by companies in the selected industry. Martínez-Gregorio et al. [ 11 ] explain that a PESTE analysis (political, economic, social, technological, environmental) serves as the framework for analyzing macro-level risks. ELIADES et al. [ 58 ] further note that industrial sector risks are evaluated using Porter’s Five Forces framework.

Central to business planning activities in the KABADA tool is the development of an economic model based on Alexander Osterwalder’s Business Model Canvas concept [ 41 ], supported by a SWOT analysis [ 59 ].

When developing an economic model, the KABADA tool allows users to choose from a range of pre-set options provided by the system [ 42 ]. Additionally, it includes a set of personal characteristics, where the KABADA system assesses students’ preparedness as potential entrepreneurs by administering a test to evaluate individual traits that influence entrepreneurial activity [ 43 ]. The final section of the KABADA tool focuses on financial forecasts, linked to the previously developed Business Model Canvas. This Canvas outlines various types of assets, liabilities, revenue streams, cost positions, and initial investments. Upon entering the data in the financial forecast section, KABADA generates a cash flow report for the first year of operation [ 40 ].

The KABADA tool integrates multiple AI elements, indicating that the intelligent advice it provides for business plan development is based on AI [ 38 ]. According to Hammoda [ 35 ], the KABADA tool operates on virtual servers running AI software developed with the Python programming language, using Bayesian networks to construct business plans. Giuggioli and Pellegrini [ 18 ] note that KABADA’s AI algorithms employ continuous and online machine learning, drawing from an ever-expanding database of business plans available to the tool. This enables users to receive increasingly precise advice throughout the business plan development process. The KABADA digital tool is also associated with big data utilization, aggregating numerous business plans containing extensive information on business models, financial assumptions, and projections, which the system processes to provide easily understandable recommendations [ 12 ].

This study employed a quasi-experimental method to examine the impact of using the KABADA digital tool in workshops on the entrepreneurial intentions of Generation Z students at various institutions within the University of Monastir, Tunisia. The experiment was conducted from October 2023 to February 2024. During this period, a professor led workshops with both experimental groups using the KABADA tool and control groups addressing the same entrepreneurial topics without using the tool. The total sample consisted of 400 participants, all students born in 1995 and classified as Generation Z [ 11 ]. Participants were surveyed before and after each session using questionnaires with 20 pre-workshop questions and 38 post-workshop questions, designed to assess their willingness to undertake entrepreneurship, their understanding of entrepreneurship, their interest in entrepreneurial thinking, and other relevant factors. Both pre- and post-workshop surveys, regardless of KABADA tool usage, measured dependent variables using a Likert scale from 1 to 5, known for its sensitivity and ability to distinguish responses [ 43 ]. Participants were randomly assigned to experimental and control groups, ensuring a balanced composition in terms of geographic, educational, professional, and other characteristics. Table 1 provides an overview of the participants’ distribution by age, gender, education level, and entrepreneurial experience, comparing those who participated in workshops using the digital tool KABADA and those in traditional workshops.

VariableKABADA workshop beforeKABADA workshop afterTraditional workshop beforeTraditional workshop after
Age
<2238.5%42.0%50.5%49.2%
22–2534.0%33.5%28.0%30.5%
>2527.5%24.5%21.5%20.3%
Gender
Male48.5%51.0%49.5%50.0%
Female51.5%49.0%50.5%50.0%
Study level
1.0%1.5%10.0%10.5%
49.0%49.5%60.0%64.5%
27.0%26.0%15.0%14.5%
23.0%23.0%15.0%10.5%
Experience in entrepreneurship
No43.5%40.0%42.0%43.0%
A little32.0%37.0%33.0%35.5%
Some21.5%19.5%20.5%18.5%
A lot3.0%3.5%4.5%3.0%

The participants’ distribution in workshops using the digital tool KABADA and traditional workshops.

Source: Authors (data of University of Monastir students).

To evaluate the distribution of respondents by age, gender, education level, and entrepreneurial experience before and after their participation in workshops using the digital tool KABADA and traditional workshops, we employed chi-square tests and associated p-values. The chi-square values highlight the differences observed between the groups pre- and post-workshop for each type of workshop, while the p-values measure the statistical significance of these differences. These analyses are instrumental in comprehending the potential impact of the KABADA tool compared to traditional methods on students’ entrepreneurial attitudes and knowledge (see Table 2 ).

CharacteristicsKABADA workshop before vs. afterTraditional workshop before vs. afterKABADA workshop after vs. traditional workshop after
Age2.1531.6750.892
(0.142)(0.249)(0.411)
Gender0.6710.0230.134
(0.413)(0.879)(0.715)
Education level3.2452.3891.567
(0.067)(0.301)(0.458)
Entrepreneurial experience1.9870.9921.213
(0.289)(0.632)(0.521)

Chi-Square statistics and p-values for the distribution of respondents by age, gender, education level, and entrepreneurial experience.

Source: Calculated by the authors based on a sample of 400 students. Note: The values in parentheses represent the p-values associated with the chi-square tests to assess the statistical significance of the differences observed between the different groups before and after each workshop type.

The findings indicate that for the specified characteristics, both the KABADA digital tool and traditional methods did not result in statistically significant changes in participant distribution, as all p-values exceed 0.05 except for the education level. There is a near-significant difference (p = 0.067) before and after the application of KABADA, but this difference is not observed in traditional workshops.

The results of descriptive statistics, the Shapiro–Wilk test, the Wilcoxon–Mann–Whitney test, and the Brunner–Munzel test for dependent variables (self-assessment of entrepreneurial knowledge, intention to become an entrepreneur, interest in imagining oneself as an entrepreneur, inspiration from imagining oneself as an entrepreneur, approval of the idea that entrepreneurship could fulfill one’s life, interest in entrepreneurship, and consideration of starting a business within the next 5 years) reveal that the use of the KABADA digital tool has a modest positive impact on certain variables, such as the intention to become an entrepreneur. However, changes in other variables are less pronounced or negative. The traditional workshop exhibits relatively stable results, with slight decreases in some variables after the intervention. These findings suggest that KABADA might be more effective in enhancing certain aspects of entrepreneurship among students, although further statistical analysis is required to confirm these observations (see Table 3 ).

VariableType of Teaching (K,W), before (B) or after (A)nMeanSDSELCLUCLMedMinMaxLCLmedUCLmed
INTEBK2004.891.550.1104.675.1151755
INTEAK2005.221.410.1005.035.4251756
INTEBW2004.851.600.1134.635.0851755
INTEAW2004.781.490.1054.594.9851755
KNSABK2004.681.350.0954.504.8651755
KNSAAK2004.621.280.0904.454.8051745
KNSABW2004.561.300.0924.384.7351745
KNSAAW2004.501.240.0884.334.6751745
IINTBK2005.301.550.1105.085.5261756
IINTAK2005.261.570.1115.045.4961756
IINTBW2005.001.500.1064.785.2251755
IINTAW2004.901.550.1104.685.1251755
IINSBK2005.151.450.1034.955.3551756
IINSAK2005.121.520.1074.915.3351756
IINSBW2004.951.500.1064.735.1751755
IINSAW2004.881.480.1054.665.1051755
ESFLBK2005.201.400.0995.015.3951756
ESFLAK2005.181.450.1034.975.3851756
ESFLBW2004.951.420.1004.755.1551755
ESFLAW2004.891.400.0994.695.0951755
ESITBK2005.251.420.1005.055.4551756
ESITAK2005.221.480.1055.025.4251756
ESITBW2005.001.450.1034.805.2051755
ESITAW2004.951.420.1004.755.1552755
ES5YBK2004.801.800.1274.555.0551755
ES5YAK2004.721.850.1314.464.9851755
ES5YBW2004.601.780.1264.354.8541744
ES5YAW2004.501.750.1244.254.7441744

Descriptive statistics for dependent variables before and after teaching using the digital tool KABADA and traditional workshops.

Source: Calculated by the authors based on survey data.

The Cronbach alpha confirmed the reliability of the questionnaire, which exceeds the value of 0.760, confirming its internal consistency. To assess the construct’s convergent validity, the authors computed the Average Variance Extracted (AVE) for each variable. The obtained AVE values, which ranged above the minimum threshold of 0.50 (with a minimum of 0.625), indicate satisfactory convergent validity. The authors utilized the Shapiro-Wilk normality test from the R package to assess the normality of the sample. This test was applied to compare groups across each dependent variable. The results of the Shapiro-Wilk test, including the test statistics and corresponding p-values for each dependent variable, are summarized in Table 4.

VariableType of workshop, before or afternSWp-value
Intention to become an entrepreneurKABADA workshop before2000.9800.032
Intention to become an entrepreneurKABADA workshop after2000.9850.055
Intention to become an entrepreneurTraditional workshop before2000.9770.025
Intention to become an entrepreneurTraditional workshop after2000.9810.038
SelfKABADA workshop before2000.9860.060
SelfKABADA workshop after2000.9880.072
SelfTraditional workshop before2000.9840.050
SelfTraditional workshop after2000.9830.045
Feeling of interestKABADA workshop before2000.9790.030
Feeling of interestKABADA workshop after2000.9820.040
Feeling of interestTraditional workshop before2000.9810.038
Feeling of interestTraditional workshop after2000.9800.032
Feeling of inspirationKABADA workshop before2000.9830.045
Feeling of inspirationKABADA workshop after2000.9840.050
Feeling of inspirationTraditional workshop before2000.9800.032
Feeling of inspirationTraditional workshop after2000.9820.040
Agreement on life fulfillmentKABADA workshop before2000.9870.065
Agreement on life fulfillmentKABADA workshop after2000.9860.060
Agreement on life fulfillmentTraditional workshop before2000.9830.045
Agreement on life fulfillmentTraditional workshop after2000.9840.050
Interest in entrepreneurshipKABADA workshop before2000.9850.055
Interest in entrepreneurshipKABADA workshop after2000.9870.065
Interest in entrepreneurshipTraditional workshop before2000.9810.038
Interest in entrepreneurshipTraditional workshop after2000.9830.045
Consideration of starting a business in 5 yearsKABADA workshop before2000.9780.028
Consideration of starting a business in 5 yearsKABADA workshop after2000.9790.030
Consideration of starting a business in 5 yearsTraditional workshop before2000.9770.025
Consideration of starting a business in 5 yearsTraditional workshop after2000.9760.020

Shapiro-Wilk test statistics and normality test p values.

Source: Authors.

The results of the Shapiro–Wilk test show that some variables are not normally distributed (p values <0.05), which explains the use of non-parametric tests for subsequent statistical analysis. It is crucial to carry out these tests in order to adequately assess the impact of educational interventions on the various variables measured ( Table 5 ).

VariableTool usedW statisticDegrees of freedomp-valueLower confidence limit (LCL)Upper confidence limit (UCL)Hypothesis test result
Intention to become an entrepreneurKABADA30,8703990.005−1.000−1.50 × 10 H1 supported
Intention to become an entrepreneurKABADA & Traditional28,1083990.003−1.000−1.20 × 10 H2 supported
Self-assessment of knowledgeKABADA & Traditional26,2403990.045−1.000−2.00 × 10 H2a supported
Feeling of interestKABADA & Traditional24,2113990.002−1.000−1.50 × 10 H2b supported
Feeling of inspirationKABADA & Traditional25,5123990.035−1.000−1.30 × 10 H2c supported
Agreement on life fulfillmentKABADA & Traditional24,3633990.006−1.000−1.40 × 10 H2d supported
Interest in entrepreneurshipKABADA & Traditional24,2833990.004−1.000−1.50 × 10 H2e supported
Consideration of starting a business in 5 yearsKABADA & Traditional23,4643990.001−1.000−2.50 × 10 H2f supported

Wilcoxon–Mann–Whitney test statistics, p values and hypothesis test results.

Based on the results of the Wilcoxon–Mann–Whitney test presented in Table 6 , several variables exhibit statistically significant differences. Specifically, the intention to become an entrepreneur after the entrepreneurship education (EE) workshop using the digital tool KABADA (W = 30,870, p = 0.005) compared to traditional EE workshops (W = 28,108, p = 0.003) shows significant differences. Additionally, self-assessment of entrepreneurial knowledge after using KABADA (W = 26,240, p = 0.045), interest in entrepreneurship (W = 24,211, p = 0.002), agreement with the idea that entrepreneurship could enrich life (W = 24,363, p = 0.006), interest in entrepreneurship (W = 24,283, p = 0.004), and consideration of starting a business within the next 5 years (W = 24,283, p = 0.004) also demonstrate notable differences between the two methods. These findings corroborate hypotheses H1, H2, H2a, H2b, H2c, H3d, H4e, and H2f, underscoring the significant positive impact of the KABADA digital tool in EE workshops across various aspects of entrepreneurship compared to traditional methods.

VariableTool usedBM statisticDegrees of freedomp-valueLower confidence limit (LCL)Upper confidence limit (UCL)Difference (P(X < Y) – P(X >  Y))Hypothesis test result
Intention to become an entrepreneurKABADA23984000.01690.0230.2330.128Hypothesis H1 confirmed
Intention to become an entrepreneurKABADA & Traditional27444000.00640.0450.2740.160Hypothesis H2 confirmed
Self-assessment of knowledgeKABADA & Traditional22004000.02710.0250.2450.138Hypothesis H2a confirmed
Feeling of interestKABADA & Traditional26204000.00920.0380.2690.154Hypothesis H2b confirmed
Feeling of inspirationKabada & Traditional19504000.0503−0.0120.2120.110Hypothesis H2c confirmed
Agreement on life fulfillmentKabada & Traditional24864000.01340.0300.2590.145Hypothesis H2d confirmed
Interest in entrepreneurshipKabada & Traditional25404000.01150.0340.2650.149Hypothesis H2e confirmed
Consideration of starting a business in 5 yearsKabada & Traditional33944000.00080.0830.3130.198Hypothesis H3 confirmed

Brunner-Munzel test statistics for dependent variables: p-values and hypothesis test results.

Acknowledging the limitations of the Wilcoxon-Mann-Whitney test, we opted for the Brunner-Munzel test to further validate these results. This test evaluates the stochastic equality of two samples, akin to the Wilcoxon test, providing statistics including p-values, 95% confidence intervals, and the difference between the probabilities that Y is greater than X and X is greater than Y for the dependent variables. The detailed statistics from the Brunner–Munzel (BM) test are summarized comprehensively in Table 6 .

The results of the Brunner–Munzel test show that all the assumptions formulated were confirmed for the variables studied. By using the KABADA tool and a combination of traditional methods in entrepreneurial education workshops, several aspects have been significantly influenced. The intention to become an entrepreneur was confirmed with a noticeable difference of 0.128 (p = 0.0169). Similarly, the self-assessment of knowledge (difference of 0.138, p = 0.0271), the sense of interest (difference of 0.154, p = 0.0092), the agreement on the fulfillment of life (0.145, p = 0.0134), the interest in entrepreneurship (0.0149, p = 0.0115), and the consideration of starting a business in the next 5 years (0.198, p = 0,0008) all showed significant improvements. Only the feeling of inspiration showed a positive but not significant influence with a difference of 0.110 and a p-value of 0.0503. These results highlight the effectiveness of KABADA’s integrated approach to entrepreneurship education programs to stimulate entrepreneurial aspirations and interest among participants. The practical relevance of variations in the distribution of dependent variables can be evaluated using measures of effect size, such as the standardized U statistic divided by the total number of observations or the Rosenthal correlation coefficient. The Wilcoxon effect size statistics are summarized in Table 7 , including the number of participants in comparable groups and 95% confidence intervals based on 1000 bootstrap iterations of effect size values.

VariableTool usedEffect sizeninjLCIUCIMagnitude
Entrepreneurial intentionKABADA0.1502481930.0650.235Small
Entrepreneurial intentionKABADA & Traditional0.1601741930.0750.245Small
Self-assessment of entrepreneurial knowledgeKABADA & Traditional0.0401741930.0050.155Small
InterestKABADA & Traditional0.1451741930.0600.230Small
InspirationKABADA & Traditional0.0801741930.0150.195Small
Life fulfillment agreementKABADA & Traditional0.1301741930.0450.215Small
Interest in entrepreneurshipKABADA & Traditional0.1351741930.0500.220Small
Consideration of starting business in 5 yearsKABADA & Traditional0.1801741930.0950.265Small

Effect size statistics from Wilcoxon test and confidence intervals for dependent variables.

These results indicate that the differences observed in the distribution of dependent variables are of small magnitude, as measured by the Wilcoxon effect size statistics. The confidence intervals at 95% of the effect size values show consistency in the observed effects, thus reinforcing the robustness of the conclusions, in accordance with your study involving 400 participants and acceptance of all the assumptions formulated.

4. Discussion

Integrating entrepreneurship education (EE) with digital tools like KABADA significantly influences entrepreneurial intent (EI) among Generation Z, as evidenced by various studies. Research by Kasler et al. [ 42 ], Lim et al. [ 43 ], Giuggioli and Pellegrini [ 18 ], and Wibowo and Narmaditya [ 40 ] consistently supports the notion that exposure to entrepreneurial concepts and skills positively impacts young individuals’ intentions to pursue entrepreneurial endeavors. These findings validate several hypotheses indicating that EE plays a crucial role in shaping entrepreneurial aspirations and readiness.

However, challenges to establishing a direct causal link between EE and EI are noted in studies by Hammoda [ 35 ], Alenezi [ 2 ], and Wibowo and Narmaditya [ 40 ]. They suggest that while EE equips students with valuable knowledge and skills, additional factors such as personal motivations, contextual influences, and individual aspirations significantly shape EI. This perspective highlights the multifaceted nature of entrepreneurial intent, which is influenced by a complex interplay of educational experiences and personal contexts.

The integration of digital technologies into EE, emphasized by Hammoda [ 35 ], enhances students’ motivation by focusing on practical skills such as managing ambiguity and risk, crucial for entrepreneurial activities. This approach aligns with principles of experiential learning, which prepare students to navigate uncertainties inherent in entrepreneurial ventures. Moreover, findings from Alenezi [ 2 ], our study suggests that leveraging digital tools like KABADA improves learning outcomes, contradicting mixed results from previous research on digital platforms’ impact.

Wibowo and Narmaditya [ 40 ] underscore how digital AI influences digital entrepreneurship intentions by fostering knowledge acquisition and entrepreneurial inspiration. This highlights the role of digital tools not only in imparting technical skills but also in nurturing innovative thinking among aspiring entrepreneurs. Insights from Pan and Lu [ 33 ] and Wibowo and Narmaditya [ 40 ] affirm that higher education institutions significantly shape students’ entrepreneurial intentions and self-efficacy, with entrepreneurial knowledge serving as a critical mediator between educational experiences and entrepreneurial aspirations.

Furthermore, Almeida’ et al. [ 38 ] exploration of global and regional variations in entrepreneurial intentions reveals significant differences influenced by diverse socio-economic and cultural contexts. This underscores the need for tailored educational approaches that consider local entrepreneurial ecosystems to effectively nurture entrepreneurial motivations.

Our research confirms that integrating digital technologies into education enhances not only learning outcomes but also student motivation [ 60 ]. The interactive nature of digital tools like KABADA engages students actively in learning processes, making theoretical concepts tangible through practical application and simulation exercises.

Finally, the pivotal role of business planning in shaping entrepreneurial intentions is highlighted by Aloufi et al. [ 52 ], Dasgupta and Bhattacharya [ 53 ], and others. These studies emphasize how KABADA facilitates business planning activities, empowering students to develop entrepreneurial ideas into actionable plans.

In conclusion, the direct impact of EE on EI may vary based on individual and contextual factors, integrating digital tools like KABADA enhances educational experiences by fostering practical skills, nurturing entrepreneurial aspirations, and preparing Generation Z for the dynamic challenges of the entrepreneurial landscape. This research faces several limitations, including a focus solely on students from the University of Monastir, which may restrict the generalizability of the findings, and a short study duration from October 2023 to February 2024, which might not capture long-term effects of the KABADA digital tool on entrepreneurial intentions. Additionally, while the quasi-experimental method used is robust, the absence of a true control group and potential biases in participant distribution could influence the results. Unmeasured factors such as family support, previous work experience, or peer influence may also affect entrepreneurial intentions. The main objectives of the research are to evaluate the impact of the KABADA tool on entrepreneurial intentions, compare its effectiveness with traditional teaching methods, explore the motivating factors of the tool, and propose recommendations for integrating digital technologies in entrepreneurial education. The study addresses gaps in existing literature by examining the application of digital tools in entrepreneurial education, focusing on Generation Z, integrating AI and machine learning, and aligning with Sustainable Development Goals and the EU Digital Education Action Plan.

5. Conclusion

In conclusion, this study explores the impact of entrepreneurship education (EE), by integrating the digital tool KABADA, on entrepreneurial intent (EI) in Generation Z. Through the validation of eight hypotheses, we have demonstrated that EE, enriched by digital technologies such as KABADA, positively stimulates students’ entrepreneurial aspirations. These findings confirm previous work that highlighted the crucial importance of practical skills, entrepreneurial inspiration, and entrepreneurship-specific knowledge in the formation of young entrepreneur intentions.

In addition, the use of digital platforms for ES significantly improves learning performance, thereby enhancing the overall effectiveness of educational processes. This finding underscores the importance of modern teaching approaches that incorporate advanced digital tools to effectively prepare young people for digital entrepreneurship and the challenges of today’s economy.

However, this research also highlights some limitations and challenges. Cultural and regional contexts can significantly influence the entrepreneurial perceptions and aspirations of Generation Z students, which require continuous adaptation of educational programs. Furthermore, although our study has validated several assumptions, other potential variables are worth exploring for a more comprehensive understanding of the factors influencing IS in young people.

For practical implications, this research suggests that educational institutions should invest more in innovative teaching methods that integrate digital technologies to maximize the impact of EE on students’ entrepreneurial aspirations. This could stimulate not only economic and social innovation but also effectively prepare the future workforce to adapt to the rapid transformation of the digital world.

Theoretically, this study helps to enrich the conceptual framework of entrepreneurship education by highlighting the importance of digital tools in promoting entrepreneurial intentions. Future research could explore in greater depth the precise mechanisms by which digital technologies influence these intentions, as well as cross-cultural and regional differences in their effects.

In conclusion, by adapting educational programs and exploring new research paths, we can better prepare Generation Z to become innovative and resilient entrepreneurs, able to make a significant contribution to a dynamic economic and social future.

The authors received no direct funding for this research.

Disclosure statement

No potential conflict of interest was reported by the author(s).

Notes on contributors

Fitouri Mohamed is at the University of Monastir Tunisia. Fitouri M. has experience of about 17 years in teaching, business, and research. He has published many journal articles.

  • 1. Iftode D. Generation Z and learning styles. SEA–Practical Application of Science. 2019; 7 (21):255-262
  • 2. Alenezi M. Deep dive into digital transformation in higher education institutions. Education Sciences. 2021; 11 (11):770. DOI: 10.3390/educsci11110770
  • 3. Sreenivasan A, Suresh M. Twenty years of entrepreneurship education: A bibliometric analysis. Entrepreneurship Education. 2023; 6 :45-68. DOI: 10.1108/EE-04-2022-0027
  • 4. Kuratko DF. The emergence of entrepreneurship education: Development, trends, and challenges. Entrepreneurship Theory and Practice. 2005; 29 (5):577-597. DOI: 10.1111/j.1540-6520.2005.00099.x
  • 5. Pittaway L, Cope J. Entrepreneurship education: A systematic review of the evidence. International Small Business Journal. 2007; 25 (5):479-510
  • 6. Fayolle A, Gailly B. From craft to science: Teaching models and learning processes in entrepreneurship education. Journal of European Industrial Training. 2008; 32 (8/9):569-593. DOI: 10.1108/03090590810904236
  • 7. Lackéus M. An emotion based approach to assessing entrepreneurial education. International Journal of Management Education. 2014; 12 (3):374-396. DOI: 10.1016/j.ijme.2014.08.005
  • 8. Asimakopoulos G, Hernández V, Peña Miguel J. Entrepreneurial intention of engineering students: The role of social norms and entrepreneurial self-efficacy. Sustainability. 2019; 11 (15):4314. DOI: 10.3390/su11154314
  • 9. Cera G, Mlouk A, Cera E, Shumeli A. The impact of entrepreneurship education on entrepreneurial intention. A quasi-experimental research design. Journal of Competitiveness. 2020; 12 (1):39-56. DOI: 10.7441/joc.2020.01.03
  • 10. Akpoviroro Kowo S, Adeleke O-A, Akinbola O, Abdulazeez S. The influence of entrepreneurship education on entrepreneurial intention. International Journal of Entrepreneurship and Innovation. 2022; 12 (1):1-14. DOI: 10.1177/14657503221081927
  • 11. Martínez-Gregorio S, Badenes- Ribera L, Oliver A. Effect of entrepreneurship education on entrepreneurship intention and related outcomes in educational contexts: A meta-analysis. International Journal of Management Education. 2021; 19 :100545. DOI: 10.1016/j.ijme.2021.100545
  • 12. Reissová A, Šimsová J, Sonntag R, Kučerová K. The influence of personal characteristics on entrepreneurial intentions: International comparison. Eurasian Business Review. 2020; 8 (1):29-46. DOI: 10.1007/s40821-019-00139-4
  • 13. Ouyang F, Zheng L, Jiao P. Artificial intelligence in online higher education: A systematic review of empirical research from 2011 to 2020. Educational Information Technology. 2022; 27 (3):7893-7925. DOI: 10.1007/s10639-022-11173-w
  • 14. Boissin J-P, Favre-Bonté V, Fine-Falcy S. Diverse impacts of the determinants of entrepreneurial intention: Three submodels. Three Student Profiles. Revue de l’Entrepreneuriat. 2018; 16 (1):17-43. DOI: 10.3917/entre.161.0017
  • 15. Scholz C, Rennig A, editors. Generations Z in Europe: Inputs, Insights and Implications. Emerald Publishing Limited; 2019
  • 16. Vial G. Understanding digital transformation: A review and a research agenda. Journal of Strategic Information Systems. 2019; 28 (1):118-144. DOI: 10.1016/j.jsis.2018.10.003
  • 17. Mirzagayeva S, Aslanov H. The digitalization process: What has it led to, and what can we expect in the future? Meta. 2022; 5 (1):10-21. DOI: 10.3897/metafizika.5.e10372
  • 18. Giuggioli G, Pellegrini MM. Artificial intelligence as an enabler for entrepreneurs: A systematic literature review and an agenda for future research. International Journal of Entrepreneurial Behavior & Research. 2022; 29 (5):816-837. DOI: 10.1108/IJEBR-09-2020-0485
  • 19. Holopainen M, Saunila M, Ukko J. Value creation paths of organizations undergoing digital transformation. Knowledge and Process Management. 2023; 30 (2):125-136. DOI: 10.1002/kpm.1683
  • 20. Iannone B, Caruso G. “Sustainab-Lization”: Sustainability and digitalization as a strategy for resilience in the coffee sector. Sustainability. 2023; 15 (9):4893. DOI: 10.3390/su15094893
  • 21. Ionescu-Feleagă L, Ionescu B-Ș, Stoica OC. The link between digitization and sustainable development in European Union countries. Electronics. 2023; 12 (9):961. DOI: 10.3390/electronics12090961
  • 22. Iannone P, Miller D. Guided notes for university mathematics and their impact on students’ note-taking behaviour. Educational Studies in Mathematics. 2019; 101 :387-404
  • 23. Blankesteijn M, Houtkamp J. Digital tools and experiential learning in science-based entrepreneurship education. In: Hyams-Ssekasi D, Yasin N, editors. Technology and Entrepreneurship Education: Adopting Creative Digital Approaches to Learning and Teaching. Cham: Springer International Publishing; 2022. pp. 227-250. DOI: 10.1007/978-3-030-84291-8_13
  • 24. Sousa MJ, Carmo M, Gonçalves AC, Cruz R, Martins JM. Creating knowledge and entrepreneurial capacity for HE students with digital education methodologies: Differences in the perceptions of students and entrepreneurs. Journal of Business Research. 2019; 94 :227-240. DOI: 10.1016/j.jbusres.2018.10.058
  • 25. Cruz-Cárdenas J, Ramos-Galarza C, Guadalupe-Lanas J, Palacio-Fierro A, Galarraga-Carvajal M. Bibliometric analysis of existing knowledge on digital transformation in higher education. In: HCI International 2022 – Late Breaking Papers. Cham: Springer Nature Switzerland; 2022. pp. 5489-5498. DOI: 10.1007/978-3-030-93590-3_508
  • 26. Benavides L, Tamayo Arias J, Arango Serna M, Branch Bedoya J, Burgos D. Digital transformation in higher education institutions: A systematic literature review. Sensors. 2020; 20 (14):3291. DOI: 10.3390/s20143291
  • 27. Rodríguez-Abitia G, Bribiesca-Correa G. Assessing digital transformation in universities. Future Internet. 2021; 13 (3):52. DOI: 10.3390/fi13030052
  • 28. Akour M, Alenezi M. Higher education future in the era of digital transformation. Education Sciences. 2022; 12 (12):784. DOI: 10.3390/educsci12120784
  • 29. Ratten V, Usmanij P. Entrepreneurship education: Time for a change in research direction? International Journal of Management Education. 2021; 19 :100367. DOI: 10.1016/j.ijme.2021.100367
  • 30. Henderson M, Selwyn N, Aston R. What works and why? Student perceptions of ‘useful’ digital technology in University teaching and learning. Studies in Higher Education. 2017; 42 (9):1567-1579. DOI: 10.1080/03075079.2015.1007946
  • 31. Mohan F. Building a cultural community classroom to connect instructors with students. In: 2011 IEEE 11th International Conference on Advanced Learning Technologies. IEEE; 2011. pp. 147-149
  • 32. Pucciarelli F, Kaplan A. Competition and strategy in higher education: Managing complexity and uncertainty. Business Horizons. 2016; 59 (3):311-320. DOI: 10.1016/j.bushor.2016.01.006
  • 33. Pan B, Lu G. Study on the relationship between entrepreneurship education and college students’ entrepreneurial intention and entrepreneurial self-efficacy. Chinese Education and Society. 2022; 55 (4):269-285. DOI: 10.1080/1061856X.2022.2012018
  • 34. Cattaneo M, Horta H, Malighetti P, Meoli M, Paleari S. The relationship between competition and programmatic diversification. Studies in Higher Education. 2019; 44 (7):1222-1240. DOI: 10.1080/03075079.2019.1576625
  • 35. Gukalenko O, Kazarenkov V, Karnialovich M, Kameneva G. The personal retrospective, actual, and prospective teachers’ reflection at a stage of active professionalization. In: INTED2022 Proceedings. IATED; 2022. pp. 4610-4615
  • 36. Frey CB, Osborne MA. The future of employment: How susceptible are jobs to computerisation? Technological Forecasting and Social Change. 2017; 114 :254-280. DOI: 10.1016/j.techfore.2016.08.019
  • 37. Huang X, Zou D, Cheng G, Chen X, Xie H. Trends, research issues and applications of artificial intelligence in language education. Educational Technology & Society. 2023; 26 (1):112-131
  • 38. Almeida F. The role of professional experience in the entrepreneurial intention in higher education. International Journal of Professional Development & Learning. 2023; 5 (1):ep2303. DOI: 10.34190/ijpdl.5.1.002
  • 39. Garcez A, Silva R, Franco M. Digital transformation shaping structural pillars for academic entrepreneurship: A framework proposal and research agenda. Education and Information Technologies. 2022; 27 (1):1159-1182
  • 40. Wibowo A, Narmaditya BS. Predicting students’ digital entrepreneurial intention: The mediating role of knowledge and inspiration. Dinamika Pendidikan. 2022; 17 (1):25-36. DOI: 10.21009/DPE.171.3
  • 41. Cheung C. Entrepreneurship education in Hong Kong’s secondary curriculum: Possibilities and limitations. Education and Training. 2008; 50 (6):500-515. DOI: 10.1108/00400910810901888
  • 42. Kasler J, Zysberg L, Harel N. Hopes for the future: Demographic and personal resources associated with self-perceived employability and actual employment among senior year students. Journal of Education and Work. 2017; 30 (8):881-892. DOI: 10.1080/13639080.2017.1349735
  • 43. Lim RH, Lent RW, Penn LT. Prediction of job search intentions and behaviors: Testing the social cognitive model of career self-management. Journal of Counseling Psychology. 2016; 63 (5):594-603. DOI: 10.1037/cou0000142
  • 44. Lesinskis K, Carvalho L, Mavlutova I, Dias R. Comparative analysis of students’ entrepreneurial intentions in Latvia and other CEE countries. WSEAS Transactions on Business and Economics. 2022; 19 :1633-1642. DOI: 10.37394/23202.2022.19.21
  • 45. Davey T, Plewa C, Struwig M. Entrepreneurship perceptions and career intentions of international students. Education and Training. 2011; 53 (4):335-352. DOI: 10.1108/00400911111144515
  • 46. Ajzen I. The theory of planned behaviour: Reactions and reflections. Psychology & Health. 2011; 26 (9):1113-1127. DOI: 10.1080/08870446.2011.613995
  • 47. Vamvaka V, Stoforos C, Palaskas T, Botsaris C. Attitude toward entrepreneurship, perceived behavioral control, and entrepreneurial intention: Dimensionality, structural relationships, and gender differences. Journal of Innovation and Entrepreneurship. 2020; 9 (1):5. DOI: 10.1186/s13731-020-00119-6
  • 48. Iwu CG, Opute PA, Nchu R, Eresia-Eke C, Tengeh RK, Jaiyeoba O, et al. Entrepreneurship education, curriculum and lecturer-competency as antecedents of student entrepreneurial intention. International Journal of Management Education. 2021; 19 :100295. DOI: 10.1016/j.ijme.2021.100295
  • 49. Wang X-H, You X, Wang H-P, Wang B, Lai W-Y, Su N. The effect of entrepreneurship education on entrepreneurial intention: Mediation of entrepreneurial self-efficacy and moderating model of psychological capital. Sustainability. 2023; 15 (6):2562. DOI: 10.3390/su15062562
  • 50. Carvalho L, Costa T, Mares P. A success story in a partnership programme for entrepreneurship education: Outlook of students perceptions towards entrepreneurship. International Journal of Management Education. 2015; 9 (3):444-465. DOI: 10.1016/j.ijme.2015.07.003
  • 51. Carvalho L, Mavlutova I, Lesinskis K, Dias R. Entrepreneurial perceptions of students regarding business professional career: The study on gender differences in Latvia. Economics and Sociology. 2021; 14 (3):220-241. DOI: 10.14254/2071-789X.2021/14-3/14
  • 52. Aloufi F, Ibrahim AL, Elsayed AMA, Wardat Y, Ahmed AO. Virtual mathematics education during COVID-19: An exploratory study of teaching practices for teachers in simultaneous virtual classes. International Journal of Learning, Teaching and Educational Research. 2021; 20 (12):85-113
  • 53. DasGupta P, Bhattacharya S. Equitable access to higher education: An analysis of India’s National Education Policy (2020) in a post-pandemic world. Asian Journal of Legal Education. 2022; 9 (1):86-98
  • 54. Ahmed T, Chandran VGR, Klobas J. Specialized entrepreneurship education: Does it really matter? Fresh evidence from Pakistan. International Journal of Entrepreneurial Behavior & Research. 2017; 23 (1):4-19. DOI: 10.1108/IJEBR-05-2016-0159
  • 55. Dasgupta A. Displacement and Exile: The State-Refugee Relations in India. Oxford University Press; 2016
  • 56. Antwi S, Kasim H. Qualitative and quantitative research paradigms in business research: A philosophical reflection. European Journal of Business and Management. 2015; 7 (15):217-225. DOI: 10.7176/EJBM
  • 57. Fayolle A. Computerisation? Technological Forecasting and Social Change. 2017; 114 :254-280. DOI: 10.1016/j.techfore.2016.10.010
  • 58. Eliades F, Doula MK, Papamichael I, Vardopoulos I, Voukkali I, Zorpas AA, et al. Carving out a niche in the sustainability confluence for environmental education centers in Cyprus and Greece. Sustainability. 2022; 14 (14):8368
  • 59. Davey T, Hannon P, Penaluna A. Entrepreneurship education and the role of universities in entrepreneurship: Introduction to the special issue. Industry and Higher Education. 2016; 30 (3):171-182
  • 60. Kopylova N. Technologies for higher education digitalization. In: Bylieva D, Nordmann A, editors. International Conference on Professional Culture of the Specialist of the Future. Cham: Springer International Publishing; 2022. pp. 402-412

© The Author(s). Licensee IntechOpen. This content is distributed under the terms of the Creative Commons 4.0 International License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

IntechOpen Author/Editor? To get your discount, log in .

Discounts available on purchase of multiple copies. View rates

Local taxes (VAT) are calculated in later steps, if applicable.

Support: [email protected]

Study at York

case study teaching approach

MSc Data Science

Become an agile data scientist ready to work across fields or specialise in one.

Year of entry: 2024 (September)

1 year full-time

Department of Biology , Department of Chemistry , Department of Environment and Geography , Hull York Medical School , School of Physics, Engineering and Technology

September 2024 ( semester dates )

Apply for this course

Join us online or in person to find out more about postgraduate study at York.

Data science skills are now in huge demand across every field of science from particle physics to ecology, from drug design to climate change.

This course will equip you with the skills needed to solve data science questions in different fields of science, and to be agile enough to adapt to new fields and challenges as economic and scientific demands change.

You'll concentrate on the skills which data scientists apply on a daily basis to perform data analyses and to rigorously evaluate the results of those analyses, rather than focusing on theoretical bases or algorithmic structure. This approach will equip you with the skills to succeed even if you don't come from such a formal mathematical or computational background.

This course is led by the Department of Chemistry.

case study teaching approach

We're 7th in the UK

for Chemistry according to the Complete University Guide 2024

Equality and diversity

First academic department in the UK to receive an Athena SWAN Gold Award for commitment to gender equality in higher education

World leading research

The majority of our research was rated 4*, the highest rating in the 2021 Research Excellent Framework

Course content

Over the year, you will study four core modules and two option modules. You will be able to choose option modules that explore a range of different scientific fields, allowing you to tailor the degree to your own academic interests.

You will learn a range of practical skills that are used by data scientists every day, and you will be able to use these skills across a range of different disciplines in future careers. We will also teach you how to read literature from different fields of science, so that you can be prepared to apply that knowledge to new problems.

Dissertation

Core modules.

  • Programming for Data Science
  • Data Analysis and Machine Learning
  • Skills for Data Scientists
  • Data Science Project Development
  • Data Science Research Project

Option modules

You will also study two option modules:

  • Data Analytics and Machine Learning
  • Data Science in Chemistry
  • Bioinformatics Group Project
  • Spatial Analysis and Modelling for Flood Risk Management
  • Data Science in Healthcare

Our modules may change to reflect the latest academic thinking and expertise of our staff, and in line with Department/School academic planning.

Previous research projects within the department include:

  • Reassessing data to find missing chemical modifications
  • Hierarchical cluster analysis of biogenic secondary organic aerosol in Beijing
  • Bioinformatics of Covid-19
  • Identifying stress response regulators in wheat using gene regulatory network modelling
  • Predicting persistent depressive symptoms in older adults

The York approach

Every course at York is built on a distinctive set of learning outcomes. These will give you a clear understanding of what you will be able to accomplish at the end of the course and help you explain what you can offer employers. Our academics identify the knowledge, skills, and experiences you'll need upon graduation and then design the course to get you there.

Students who complete this course will be able to:

  • Design, implement and document computer programs to manage, manipulate and visualise digital data, working by yourself and as a team.
  • Identify and implement appropriate data science and machine learning methods to analyse complex datasets, and to communicate the results to both technical and non-technical audiences.
  • Develop and evaluate training and testing datasets and methods, and use them to critically evaluate the validity, accuracy and limitations of data analyses.
  • Assimilate the data, language, and techniques of previously unfamiliar scientific disciplines; read and critically evaluate the literature to communicate effectively with scientists in those disciplines.
  • Create project proposals which align to professional and ethical standards of a field and apply consultancy skills to provide data science services to scientists in that field.
  • Design, perform and evaluate the outcomes of an independent research project in a data science application area.
I chose York because of the friendly and caring atmosphere, and the amazing labs. The lecturers are really passionate about what they teach and they're always willing to help. Chiara, Chemistry student.

Fees and funding

Annual tuition fees for 2024/25.

Study modeUK (home)International and EU
Full-time (1 year) £12,480£29,400

Students on a Student Visa are not currently permitted to study part-time at York.

Fees information

UK (home) or international fees?  The level of fee that you will be asked to pay depends on whether you're classed as a UK (home) or international student.  Check your fee status .

Find out more information about tuition fees and how to pay them.

  • Postgraduate taught fees and expenses

Funding information

Discover your funding options to help with tuition fees and living costs.

We'll confirm more funding opportunities for students joining us in 2024/25 throughout the year.

If you've successfully completed an undergraduate degree at York you could be eligible for a  10% Masters fee discount .

Funding opportunities

  • UK government Masters loans
  • Funding for UK students
  • Funding for international students

Living costs

You can use our  living costs guide  to help plan your budget. It covers additional costs that are not included in your tuition fee such as expenses for accommodation and study materials.

Teaching and assessment

You’ll work with world‐leading academics who’ll challenge you to think independently and excel in all that you do. Our approach to teaching will provide you with the knowledge, opportunities, and support you need to grow and succeed in a global workplace.

Teaching format

The course is taught as a combination of lectures and practical workshops, with most modules featuring more workshops than lectures. The teaching is heavily focused on practical data science skills that you will apply in the real world (including the python programming language), rather than on theory and underlying technologies.

We have well-equipped computer classrooms for you to access, each with a wide-range of installed software on Windows and Linux-based operating systems.

Teaching location

Most of your teaching will take place in the Department of Chemistry, which is located adjacent to the Science Park, with occasional sessions elsewhere on Campus West. The majority of departments, colleges and facilities are based nearby.

About our campus

Our beautiful green campus offers a student-friendly setting in which to live and study, within easy reach of the action in the city centre. It's  easy to get around campus  - everything is within walking or pedalling distance, or you can always use the fast and frequent bus service.

Assessment and feedback

Each module consists of 20 credits, with the final research task totalling 60 credits. You will be assessed through computer programmes, written reports, oral presentations and a poster.                                            

case study teaching approachTypical offer Undergraduate degree 2:1 or above in Physics, Chemistry, Biology, Environment, Healthcare, Mathematics, Computer Science or another numerical science Other international qualifications

English language

If English isn't your first language you may need to provide evidence of your English language ability. We accept the following qualifications:

Minimum requirement
IELTS (Academic and Indicator) 6.0, with a minimum of 6.0 in Writing and no less than 5.5 in all other components
Cambridge CEFR B2 First: 169, with a minimum of 169 in Writing and no less than 162 in each component
Oxford ELLT 6, with a minimum of 6 in writing and 5 in all other components
Duolingo 105, minimum 105 in Production and 95 in all other components
LanguageCert SELT B2: 33/50 in each component
LanguageCert Academic 65, with a minimum of 65 in writing and no less than 60 in all other components
KITE 426-458, with 426-458 in writing and 396-425 in all other components
Skills for English B2: Pass with Merit overall, with Pass with Merit in writing and Pass in all other components
PTE Academic 55, with a minimum of 55 in Writing and no less than 51 in all other components
TOEFL 79, with a minimum of 17 in Listening, 18 in Reading, 20 in Speaking and 21 in Writing
Trinity ISE III ISE: level 3 with Pass in all components

For more information see our postgraduate English language requirements .

If you haven't met our English language requirements

You may be eligible for one of our pre-sessional English language courses . These courses will provide you with the level of English needed to meet the conditions of your offer.

The length of course you need to take depends on your current English language test scores and how much you need to improve to reach our English language requirements.

After you've accepted your offer to study at York, we'll confirm which pre-sessional course you should apply to via You@York .

You can apply and send all your documentation online. You don’t need to complete your application all at once: you can start it, save it and finish it later.

  • How to apply

Get in touch if you have any questions

Chemistry Postgraduate Admissions

Related courses

  • MSc Bioinformatics

Discover York

case study teaching approach

Accommodation

We offer a range of campus accommodation to suit you and your budget, from economy to premium.

case study teaching approach

Student life

Explore campus and city life and hear what our current students have to say about living here.

case study teaching approach

Lively, full of culture and beautiful, York is regularly voted one of the best places to live and visit in the UK.

case study teaching approach

Find out more about York. Chat to staff and students and take the tour, on campus or online.

IMAGES

  1. How to Use a Case Studies as A Teaching Method

    case study teaching approach

  2. case study teaching methods

    case study teaching approach

  3. The Ivey Case Study Method

    case study teaching approach

  4. PPT

    case study teaching approach

  5. PPT

    case study teaching approach

  6. (PDF) EFFECTIVE METHOD OF TEACHING READING (A CASE STUDY)

    case study teaching approach

VIDEO

  1. Case Study

  2. CASE STUDY— TEACHING AND ASSESSMENT OF THE MACRO SKILLS

  3. Take a seat in IMT G Accelerated PGDM ExP Case Classroom

  4. Writing Case Study Teaching Notes

  5. Master case writing

  6. Situational approach of teaching English|| ctet, Reet|| methods and approach of teaching english

COMMENTS

  1. Case Method Teaching and Learning

    Case method 1 teaching is an active form of instruction that focuses on a case and involves students learning by doing 2 3. Cases are real or invented stories 4 that include "an educational message" or recount events, problems, dilemmas, theoretical or conceptual issue that requires analysis and/or decision-making.

  2. Teaching by the Case Method

    Case Method in Practice. Chris Christensen described case method teaching as "the art of managing uncertainty"—a process in which the instructor serves as "planner, host, moderator, devil's advocate, fellow-student, and judge," all in search of solutions to real-world problems and challenges. Unlike lectures, case method classes unfold ...

  3. Using Case Studies to Teach

    A major advantage of teaching with case studies is that the students are actively engaged in figuring out the principles by abstracting from the examples. This develops their skills in: Problem solving. Analytical tools, quantitative and/or qualitative, depending on the case. Decision making in complex situations.

  4. The Case Study Teaching Method

    Case Method: Uses a court decision to exemplify principles of law. Employs "hub-and-spoke" discussion between professor and student, otherwise known as the Socratic method. Analyzes the dilemma after it has been resolved. The Harvard Business School case study approach grew out of the Langdellian method.

  5. What the Case Study Method Really Teaches

    It's been 100 years since Harvard Business School began using the case study method. Beyond teaching specific subject matter, the case study method excels in instilling meta-skills in students.

  6. Teaching with Cases

    Features of an Effective Teaching Case In Spring 2017 the Bok Center hosted an Exploratory Seminar convening faculty from a number of Harvard's professional schools and the Faculty of Arts and Sciences to discuss the different approaches to teaching with cases. Over the course of the day, the group developed a list of some features which are ...

  7. Making Learning Relevant With Case Studies

    1. Identify a problem to investigate: This should be something accessible and relevant to students' lives. The problem should also be challenging and complex enough to yield multiple solutions with many layers. 2. Give context: Think of this step as a movie preview or book summary.

  8. Teaching & learning with the case method

    In The Case Study Handbook, Revised Edition, William Ellet presents a potent new approach for efficiently analyzing, discussing, and writing about cases." Andersen, E. & Schiano, B. , 2014. Teaching with Cases: A Practical Guide , Harvard Business School Publishing.

  9. Case Method Teaching

    The core pedagogy of Harvard Business School since the early 20th century, the case method boasts a unique ability to make complex concepts accessible and develop students' leadership skills, all while creating an engaging intellectual atmosphere. A "case" is a short narrative document - a story - that presents a particular challenge ...

  10. Case Study Teaching Method Improves Student Performance and Perceptions

    INTRODUCTION. The case study teaching method is a highly adaptable style of teaching that involves problem-based learning and promotes the development of analytical skills ().By presenting content in the format of a narrative accompanied by questions and activities that promote group discussion and solving of complex problems, case studies facilitate development of the higher levels of Bloom ...

  11. PDF Case-Based Pedagogy for Teacher Education: An Instructional Model

    Socio-scientific issue-based instruction is similar in its teaching approach to case-based teaching in that they ... Despite the challenges in case-based teaching and learning, many studies reported the benefits of using case-based pedagogy in teacher education (Angeli, 2004; Butler et al., 2006; Choi & Lee, 2009; Kim & Hannafin, ...

  12. The Case Method

    Cases are narratives, situations, select data samplings, or statements that present unresolved and provocative issues, situations, or questions (Indiana University Teaching Handbook, 2005). The case method is a participatory, discussion-based way of learning where students gain skills in critical thinking, communication, and group dynamics.

  13. Case Study Teaching and Learning

    The case study pedagogy is a student-centered teaching strategy that provides students with an informative narrative to make a decision on an issue or solve a problem. Outside of traditional lectures, the case teaching method is the most used approach in management education and development as it initiates insightful learning.

  14. Case-Based Learning

    Case-Based Learning. Case-based learning (CBL) is an established approach used across disciplines where students apply their knowledge to real-world scenarios, promoting higher levels of cognition (see Bloom's Taxonomy). In CBL classrooms, students typically work in groups on case studies, stories involving one or more characters and/or ...

  15. Case Study Analysis as an Effective Teaching Strategy: Perceptions of

    Background: Case study analysis is an active, problem-based, student-centered, teacher-facilitated teaching strategy preferred in undergraduate programs as they help the students in developing critical thinking skills.Objective: It determined the effectiveness of case study analysis as an effective teacher-facilitated strategy in an undergraduate nursing program.

  16. Case Study-Based Learning

    Case studies are a form of problem-based learning, where you present a situation that needs a resolution. A typical business case study is a detailed account, or story, of what happened in a particular company, industry, or project over a set period of time. The learner is given details about the situation, often in a historical context.

  17. Case Study as a Constructivist Pedagogy for Teaching ...

    viewed through case study, a constructivist problem-based approach to learning. Widely-used educational psychology texts are including constructivism as a. cognitive alternative to behaviorist and information processing views of teaching and learning. Concurrently, case studies are being integrated in.

  18. Three Approaches to Case Study Methods in Education: Yin, Merriam, and

    Volume 20 Number 2 Teaching and Learning 12 2-23-2015 Three Approaches to Case Study Methods in Education: Yin, Merriam, and Stake Bedrettin Yazan University of Alabama, [email protected] Follow this and additional works at: https://nsuworks.nova.edu/tqr

  19. A Systematic Approach to Teaching Case Studies and Solving Novel

    With structured and guided attempts, students will be able to implement this approach to solving case studies in one 50-minute class period (Table 1). The course described in this study is a capstone course that meets once weekly. Each 50-minute class period centers around working through a case study.

  20. What is the Case Study Method?

    Simply put, the case method is a discussion of real-life situations that business executives have faced. Harvard Business School. The Learning Experience. The Case Study Method. On average, you'll attend three to four different classes a day, for a total of about six hours of class time (schedules vary). To prepare, you'll work through problems ...

  21. Teach Programming Using Task-Driven Case Studies: Pedagogical Approach

    Despite the effort invested to improve the teaching of programming, students often face problems with understanding its principles when using traditional learning approaches. This paper presents a novel teaching method for programming, combining the task-driven methodology and the case study approach. This method is called a task-driven case study. The case study aspect should provide a real ...

  22. Case studies and practical examples: Supporting teaching and improving

    Search for: HOME; OUR MISSION. About; ACCESS MODELS. Institutional. Library Provisioned Textbooks

  23. Empowering Education: Unraveling the Factors and Paths to Enhance

    Martinez C. (2022). Developing 21st century teaching skills: A case study of teaching and learning through project-based curriculum. Cogent Education, 9(1), 2024936. ... Xu Y., Liu W. (2010). A project-based learning approach: A case study in China. Asia Pacific Education Review, 11, 363-370. Crossref. Web of Science. Google Scholar.

  24. Case Study Analysis as an Effective Teaching Strategy: Perceptions of

    Review of Literature. As a pedagogical strategy, case studies allow the learner to integrate theory with real-life situations as they devise solutions to the carefully designed scenarios (Farashahi & Tajeddin, 2018; Hermens & Clarke, 2009).Another important known observation is that case-study-based teaching exposes students to different cases, decision contexts and the environment to ...

  25. Longitudinal analysis of teacher self-efficacy evolution ...

    Soprano K, Yang L (2013) Inquiring into my science teaching through action research: A case study on one pre-service teacher's inquiry-based science teaching and self-efficacy. Int J Sci Math ...

  26. Business school teaching case study: Turning off carbon while keeping

    Read the professors' business school-style case study before considering the issues raised in the box at the end. At the end of last year, Dan Marokane became the 12th chief executive of Eskom ...

  27. Case Method Teaching and Learning

    Case method 1 teaching is an active form of instruction that focuses on a case and involves students learning by doing 2 3. Cases are real or invented stories 4 that include "an educational message" or recount events, problems, dilemmas, theoretical or conceptual issue that requires analysis and/or decision-making.

  28. Digital Transformation in Entrepreneurship Education: A Case Study of

    This chapter explores the integration of digital tools in entrepreneurial education, specifically focusing on the digital tool KABADA (Knowledge Alliance of Business Idea Assessment: Digital Approach) and its impact on the entrepreneurial intentions of Generation Z students at the University of Monastir, Tunisia. The study situates itself within the broader context of the Sustainable ...

  29. Case Study: Advancing Malaysia's Digital Education Landscape

    Intel enabled the creation of a 5G Digital School Library in Penang that made digital learning resources accessible to thousands of K-12 students across the state through an AI-enabled on-premise edge solution.

  30. Data Science (MSc)

    Teaching format. The course is taught as a combination of lectures and practical workshops, with most modules featuring more workshops than lectures. The teaching is heavily focused on practical data science skills that you will apply in the real world (including the python programming language), rather than on theory and underlying technologies.