Bridging the digital divide: Predictors of positive attitudes and functional use of AI among university students in Pakistan
Keywords:
AI Attitudes, Digital Divide, Higher Education, Pakistan, Socio-Demographic DisparitiesAbstract
Positive attitudes for generative artificial intelligence (AI) and functional use of AI are both essential for the youth of Pakistan, as they can improve student learning and skills for the job market. This study aimed to identify predictors of positive attitudes for AI and functional use of AI, and compare mean scores for attitudes, use, access, and literacy of AI with respect to student socio-demographic characteristics. A standardized survey was used to sample 171 students from universities of Pakistan. We found that positive attitudes for AI and greater use of AI are predicted by better availability and higher AI literacy, along with male gender, urban belonging, and higher wealth status. We conclude that the integration of AI-related content into Pakistan's education sector is crucial to enhance understanding and reduce skepticism, with a focus on improving AI literacy, accessibility, and engagement for rural students, females, and those from lower-income backgrounds. Collaborative efforts between academia, industry, and government, along with investments in infrastructure, teacher training, and continuous assessment, are essential to bridge the digital divide and prepare students for future job market demands.
Downloads
References
Abbas, M., Jam, F. A., & Khan, T. I. (2024). Is it harmful or helpful? Examining the causes and consequences of generative AI usage among university students. International Journal of Educational Technology in Higher Education, 21(1), 10.
Alam, A. (2023). Developing a curriculum for ethical and responsible AI: A university course on safety, fairness, privacy, and ethics to prepare next generation of AI professionals. In Intelligent communication technologies and virtual mobile networks (pp. 879-894). Singapore: Springer Nature Singapore.
Asim, M., Mahmood, K., & Malik, A. (2023). Investigating applications of Artificial Intelligence in university libraries of Pakistan: An empirical study. Journal of Information Science, 49(1), 45-58. https://doi.org/10.1177/01655515221123456
Asio, J. M. R., & Gadia, E. D. (2024). Predictors of student attitudes towards artificial intelligence: Implications and relevance to the higher education institutions. International Journal of Didactical Studies, 5(2), 27763.
Baca, G. and Zhushi, G. (2024), "Assessing attitudes and impact of AI integration in higher education", Higher Education, Skills and Work-Based Learning, Vol. ahead-of-print No. ahead-of-print. https://doi.org/10.1108/HESWBL-02-2024-0065
Bancoro, J. C. M. (2024). The relationship between artificial intelligence (AI) usage and academic performance of business administration students. International Journal of Asian Business and Management, 3(1), 27-48.
Barra, C., Grimaldi, M., Muazzam, A., Troisi, O., & Visvizi, A. (2024). Digital divide, gender gap, and entrepreneurial orientation: how to foster technology adoption among Pakistani higher education students?. Socio-Economic Planning Sciences, 93, 101904.
Busch, F., Hoffmann, L., Truhn, D., Ortiz-Prado, E., Makowski, M. R., Bressem, K. K., & Adams, L. C. (2024). Global cross-sectional student survey on AI in medical, dental, and veterinary education and practice at 192 faculties. BMC Medical Education, 24(1), 1066.
Costa, K., Mfolo, L., & Ntsobi, M. P. (2024). Challenges, benefits and recommendations for using generative artificial intelligence in academic writing–a case of ChatGPT. Medicon Engineering Themes.
development in ai literacy through digital story writing. Computers & Education:
Duanmu, X., Yu, J., Yuan, X., & Zhang, X. (2025). How Does Digital Infrastructure Mitigate Urban–Rural Disparities?. Sustainability, 17(4), 1561.
Frenkenberg, A., & Hochman, G. (2025). It’s Scary to Use It, It’s Scary to Refuse It: The Psychological Dimensions of AI Adoption—Anxiety, Motives, and Dependency. Systems, 13(2), 82.
Hermansen, M. (2019). Cultural Diversities: The Implications for Radicalization Theory & Practice on Pakistani College Campuses. AFKĀR (Research Journal of Islamic Studies), 3(1).
Hutson, J., & Plate, D. (2024). The Algorithm of Fear: Unpacking Prejudice Against AI and the Mistrust of Technology. Journal of Innovation and Technology, 2024.
Iqbal, Q., Tariq, M., & Ahmad, Z. (2021). Student's challenges in access to digital resources in higher education institutes of Pakistan. Library Philosophy and Practice, 1-14.
Jacoby, D., Savage, S., & Coady, Y. (2024). Remote Possibilities: Where There Is a WIL, Is There a Way? AI Education for Remote Learners in a New Era of Work-Integrated-Learning. In Proceedings of the AAAI Symposium Series (Vol. 3, No. 1, pp. 478-485).
Kathala, K. C. R., & Palakurthi, S. (2024). AI Literacy Framework and Strategies for Implementation in Developing Nations. Proceedings of the 2024 the 16th International Conference on Computer Supported Education (CSEDU).
Khan, A., Rehman, S. U., & Zubair, M. (2023). Bridging the digital divide in higher education: Challenges and opportunities in Pakistan. International Journal of Educational Technology in Higher Education, 20(1), 45-60. https://doi.org/10.1186/s41239-023-00456-7
Koohang, A., Sargent, C. S., & Svanadze, S. (2024). Students' perceptions of benefits and opportunities of artificial intelligence (AI). Issues in Information Systems, 25(2).
Mannuru, N. R., Shahriar, S., & Teel, Z. A. (2024). Artificial intelligence in developing countries: The impact of generative artificial intelligence (AI) technologies for development. Journal of Information Technology for Development.
Miller, T. (2019). Explanation in artificial intelligence: Insights from the social sciences. Artificial intelligence, 267, 1-38.
Muzamil, M., Shiraz, M., Iqbal, F., Shah, G. H., & Khan, M. A. (2024). College students' perceptions about academic institutions' support for diversity and inclusion in Pakistan. Cogent Education, 11(1). https://doi.org/10.1080/2331186X.2024.2426976
Nedungadi, P., Tang, K. Y., & Raman, R. (2024). The Transformative Power of Generative Artificial Intelligence for achieving the sustainable development goal of Quality Education. Sustainability, 16(22), 9779.
Ng, D., Luo, W., Chan, H., & Chu, S. (2022). An examination on primary students’
Pellas, N. (2023). The influence of sociodemographic factors on students' attitudes toward AI-generated video content creation. Smart Learning Environments, 10(1), 57.
Raza, M. Y., Wasim, M., & Sarwar, M. S. (2020). Development of Renewable Energy Technologies in rural areas of Pakistan. Energy Sources, Part A: Recovery, Utilization, and Environmental Effects, 42(6), 740-760.
Samin, H., & Azim, T. (2019). Knowledge based recommender system for academia using machine learning: a case study on higher education landscape of Pakistan. IEEE Access, 7, 67081-67093.
Schepman, A., & Rodway, P. (2020). Initial validation of the general attitudes towards Artificial Intelligence Scale. Computers in human behavior reports, 1, 100014.
Stöhr, C., Ou, A. W., & Malmström, H. (2024). Perceptions and usage of AI chatbots among students in higher education across genders, academic levels and fields of study. Computers and Education: Artificial Intelligence, 7, 100259.
Tayyaba, S. (2012). Rural‐urban gaps in academic achievement, schooling conditions, student, and teachers' characteristics in Pakistan. International Journal of Educational Management, 26(1), 6-26.
UNESCO. (2024). UNESCO engaged higher education institutions across Pakistan to discuss artificial intelligence. UNESCO News. Retrieved from https://www.unesco.org/en/articles/unesco-engaged-higher-education-institutions-across-pakistan-discuss-artificial-intelligence
Unterhalter, E. (2019). The many meanings of quality education: Politics of targets and indicators in SDG 4. Global Policy, 10, 39-51.
Waqas, M., Abbasi, A. S., & Idrees, R. N. (2024). Academic performance of undergraduates in universities of Pakistan. International Journal of Academic Research in Business and Social Sciences, 4(4), 55–69. https://www.researchgate.net/publication/288200127_Academic_performance_of_undergraduates_in_universities_of_Pakistan
Younas, M., Ali, S., Mahmood, T., Nasimi, R. A., Ashraf, M. K., & Akter, S. (2024). Students' awareness and perception regarding the usage of AI in education at Government College University, Faisalabad. Journal of Social Sciences Advancement, 5(4), 81–85. https://doi.org/10.52223/JSSA24-050410-106
Zahid, G., Batool, N., Riaz, M. A., Islam, R., Yaqoob, L., Rizwan, S., Gulfam, R., & Islam, I. (2025). Attitude towards artificial intelligence as predictor of artificial intelligence literacy and academic achievement among university students. International Journal of Social Sciences Bulletin, 3(1), 139–146. https://ijssb.org/index.php/IJSSB/article/view/327
Downloads
Published
Data Availability Statement
The data that support the findings of this study are available from the corresponding author upon reasonable request.
License
Copyright (c) 2025 Fannie Mehak, Sara Rizvi Jafree (Author)

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.