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AI-Driven Experiential Learning in Business Education


Authors : Deep Kakkad

Volume/Issue : Volume 11 - 2026, Issue 3 - March


Google Scholar : https://tinyurl.com/4x6djmeh

Scribd : https://tinyurl.com/muyrfh32

DOI : https://doi.org/10.38124/ijisrt/26mar1885

Note : A published paper may take 4-5 working days from the publication date to appear in PlumX Metrics, Semantic Scholar, and ResearchGate.


Abstract : The case method has anchored business education for over a century. Yet the business environment it was designed for has fundamentally changed: decision cycles have compressed, AI tools are reshaping industries, and learners increasingly expect adaptive, interactive experiences. This paper presents an integrative review of the pedagogical evolution in business education, tracing four eras from traditional case studies through multimedia cases and rule-based simulations to the emerging frontier of AI-powered adaptive learning environments. Drawing on peer-reviewed literature, institutional reports, and practitioner observations from over 700 professional education sessions delivered across leading global institutions, this study maps the trajectory of pedagogical innovation and identifies where the next transition is underway. Practitioner observations are presented as reflective professional evidence and are clearly distinguished from empirical findings throughout. The paper introduces the AIDE Framework (Awareness, Integration, Deployment, Evolution), an original four-stage maturity model designed to help educators and institutions navigate the expansion from case-centric pedagogy toward AI-driven experiential learning. Critically, this paper goes beyond theory: it provides a practical implementation toolkit demonstrating how educators can build AI-powered simulations using widely accessible tools such as ChatGPT, Claude, and Gemini, requiring no programming expertise. Findings suggest that while the case method retains significant value for foundational analytical reasoning, AI-powered simulations unlock capabilities that static methods cannot match, including real-time adaptivity, personalized difficulty calibration, and dynamic multi-stakeholder scenarios. The paper concludes with actionable recommendations for business schools and corporate training programs worldwide.

Keywords : Generative AI, AI Simulations, Adaptive Learning, Business Pedagogy, Case Method, AIDE Framework.

References :

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The case method has anchored business education for over a century. Yet the business environment it was designed for has fundamentally changed: decision cycles have compressed, AI tools are reshaping industries, and learners increasingly expect adaptive, interactive experiences. This paper presents an integrative review of the pedagogical evolution in business education, tracing four eras from traditional case studies through multimedia cases and rule-based simulations to the emerging frontier of AI-powered adaptive learning environments. Drawing on peer-reviewed literature, institutional reports, and practitioner observations from over 700 professional education sessions delivered across leading global institutions, this study maps the trajectory of pedagogical innovation and identifies where the next transition is underway. Practitioner observations are presented as reflective professional evidence and are clearly distinguished from empirical findings throughout. The paper introduces the AIDE Framework (Awareness, Integration, Deployment, Evolution), an original four-stage maturity model designed to help educators and institutions navigate the expansion from case-centric pedagogy toward AI-driven experiential learning. Critically, this paper goes beyond theory: it provides a practical implementation toolkit demonstrating how educators can build AI-powered simulations using widely accessible tools such as ChatGPT, Claude, and Gemini, requiring no programming expertise. Findings suggest that while the case method retains significant value for foundational analytical reasoning, AI-powered simulations unlock capabilities that static methods cannot match, including real-time adaptivity, personalized difficulty calibration, and dynamic multi-stakeholder scenarios. The paper concludes with actionable recommendations for business schools and corporate training programs worldwide.

Keywords : Generative AI, AI Simulations, Adaptive Learning, Business Pedagogy, Case Method, AIDE Framework.

Paper Submission Last Date
30 - April - 2026

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