ASSESSING AI INTEGRATION IN EDUCATION: A COMBINED TAM AND STIMULUS–ORGANISM–RESPONSE FRAMEWORK: A CASE STUDY OF PUBLIC SECTOR UNIVERSITIES OF PAKISTAN

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Authors: Dr. Rao Arif Mahmood Khan,Muhammad Kamal,Dr. Rabia Mumtaz
Cited by: 0

Abstract

The current research aims to examine the relationship between faculty members' willingness to adopt artificial intelligence (AI) apps in Pakistani institutions and their self-efficacy level. It provides a deep insight into the acceptability of technology in the learning institutions by merging two significant theoretical frameworks, namely; Stimulus- Organism- Response (S-O -R) model, and the Technology Adoption Model (TAM). Data was collected from the 422 faculty members in Pakistani public universities in Pakistan. The results make it clear that there is a relationship between the intention to use AI technologies in learning facilities and self-efficacy, relative utility, ease of use, and cognitive attitude toward technology. This research study contributes to the body of AI adoption research by combining TAM and S-O-R, with self-efficacy being identified as an essential determinant of attitudes and behavioral intentions towards the adoption of AI in academic institutions. To foster positive attitudes and a rise in the successful adoption of AI in instruction, universities need to improve faculty self-efficacy with AI-related training and easily accessible systems.

Fields of Study & Subjects

Artificial Intelligence in Education Technology Adoption and User Behaviour Digital Transformation of Higher Education

Publication details

Journal / source
Policy Research Journal
Publication date
28 February 2026
Language
EN