TY - JOUR
T1 - What Factors Affect the Adoption Intention and Actual Use of ChatGPT in Higher Education? The Moderating Role of Academic Integrity
AU - Subhani, Faiz
AU - Khan, Subayal Aftab
AU - Sandhu, Maqsood Ahmad
AU - Shahzad, Muhammad Farrukh
N1 - Publisher Copyright:
© Association for Educational Communications & Technology 2025.
PY - 2025
Y1 - 2025
N2 - The adoption of generative AI in education has revolutionized science by producing human-like texts through contextual understanding, as OpenAI ChatGPT shows. OpenAI's widely used large language model, such as ChatGPT, has become quite popular, especially in higher education. This study examines different factors influencing the adoption and actual use of ChatGPT to improve student learning outcomes. The supporting theory (UTAUT2) is applied to back our conceptual framework. This study applies the PLS-SEM method for inspecting collected data from 361 Pakistani university students. The findings reveal that performance expectancy, effort expectancy, ChatGPT self-efficacy, social influence, hedonic motivation, and price value significantly influence ChatGPT adoption intention. Conversely, habit and facilitation conditions negatively influence ChatGPT adoption intention. Furthermore, results show that ChatGPT adoption intention significantly influences the actual use of ChatGPT. Additionally, academic integrity is a significant moderator between adoption intention and influences actual use of ChatGPT. The study's findings offer valuable implications for educators and policymakers, emphasizing the need to enhance students' use of ChatGPT. By maintaining academic integrity, institutes can support responsible adoption, ensuring ChatGPT's effective use to improve learning outcomes in higher education.
AB - The adoption of generative AI in education has revolutionized science by producing human-like texts through contextual understanding, as OpenAI ChatGPT shows. OpenAI's widely used large language model, such as ChatGPT, has become quite popular, especially in higher education. This study examines different factors influencing the adoption and actual use of ChatGPT to improve student learning outcomes. The supporting theory (UTAUT2) is applied to back our conceptual framework. This study applies the PLS-SEM method for inspecting collected data from 361 Pakistani university students. The findings reveal that performance expectancy, effort expectancy, ChatGPT self-efficacy, social influence, hedonic motivation, and price value significantly influence ChatGPT adoption intention. Conversely, habit and facilitation conditions negatively influence ChatGPT adoption intention. Furthermore, results show that ChatGPT adoption intention significantly influences the actual use of ChatGPT. Additionally, academic integrity is a significant moderator between adoption intention and influences actual use of ChatGPT. The study's findings offer valuable implications for educators and policymakers, emphasizing the need to enhance students' use of ChatGPT. By maintaining academic integrity, institutes can support responsible adoption, ensuring ChatGPT's effective use to improve learning outcomes in higher education.
KW - Academic integrity
KW - Actual use of ChatGPT
KW - Adoption intention
KW - Hedonic motivation
KW - Higher education
KW - UTAUT2
UR - http://www.scopus.com/inward/record.url?scp=105007523015&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=105007523015&partnerID=8YFLogxK
U2 - 10.1007/s11528-025-01096-8
DO - 10.1007/s11528-025-01096-8
M3 - Article
AN - SCOPUS:105007523015
SN - 8756-3894
JO - TechTrends
JF - TechTrends
ER -