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

Authors

  • Dr. Rao Arif Mahmood Khan
  • Muhammad Kamal
  • Dr. Rabia Mumtaz

Keywords:

AI, Education, Pakistan, Self-efficacy, TAM, Perceived ease of use

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.

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Published

2026-02-28

How to Cite

Dr. Rao Arif Mahmood Khan, Muhammad Kamal, & Dr. Rabia Mumtaz. (2026). ASSESSING AI INTEGRATION IN EDUCATION: A COMBINED TAM AND STIMULUS–ORGANISM–RESPONSE FRAMEWORK: A CASE STUDY OF PUBLIC SECTOR UNIVERSITIES OF PAKISTAN. Policy Research Journal, 4(2), 610–621. Retrieved from https://policyrj.com/1/article/view/1609