Multi-Modal XAI Framework for Trustworthy Higher Education Applications

In this paper, we propose a framework that integrates XAI methods in higher education applications. The framework aims to provide clear, transparent, trustworthy AI-based systems. The framework we developed addresses different challenges that hinder the integration of XAI in education and utilising Design Science Research (DSR) to ensure the research rigour through the lens of affordance theory to examine the interaction between the AI-based application and the educators as end-users.

Publication Details

Journal
Journal of the Association for Information Systems
Published
2025-08-15
Primary Topic
Crystallography and Radiation Phenomena
Type
article
Field-Weighted Citation Impact
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article

Multi-Modal XAI Framework for Trustworthy Higher Education Applications

Journal of the Association for Information Systems
Crystallography and Radiation Phenomena
article

Multi-Modal XAI Framework for Trustworthy Higher Education Applications

article en

Abstract

In this paper, we propose a framework that integrates XAI methods in higher education applications. The framework aims to provide clear, transparent, trustworthy AI-based systems. The framework we developed addresses different challenges that hinder the integration of XAI in education and utilising Design Science Research (DSR) to ensure the research rigour through the lens of affordance theory to examine the interaction between the AI-based application and the educators as end-users.

Journal of the Association for Information Systems
Quality Education
Openalex Percentile: Top 65%
Crystallography and Radiation Phenomena
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Multi-Modal XAI Framework for Trustworthy Higher Education Applications · Journal of the Association for Information Systems (2025) | TGRS Research Map | TGRS