Testing an Entrepreneurial Structural Model Regarding Artificial Intelligence and Individual Innovation Capability Among Technical and Engineering Students at the University of Tehran

Document Type : Research Paper

Authors

1 Associate Professor, Department of Energy, Materials and Energy Research Center, karaj, Iran.

2 Associate Professor, Department of Educational Sciences, Payame Noor University, Tehran, Iran

3 Associate Professor, Department of Educational Sciences, Payame Noor University

4 PhD student, Department of Educational Sciences, Payame Noor University, Tehran, Iran

Abstract

This study aimed to test a structural model explaining the relationships among artificial intelligence literacy, perceived third-generation university support, AI-based entrepreneurial learning, entrepreneurial alertness, and individual innovation capability among engineering students at the University of Tehran. The study was applied in purpose, quantitative in approach, and descriptive-correlational in design. The statistical population consisted of engineering students at the University of Tehran, from whom 384 students were selected using Cochran’s formula and a multistage stratified cluster sampling method. Data were collected through questionnaires measuring the study constructs. The preliminary psychometric properties of the instruments were examined using exploratory factor analysis, confirmatory factor analysis, and Cronbach’s alpha. Data were analyzed through structural equation modeling. The proposed structural model demonstrated acceptable fit according to the reported goodness-of-fit indices. Artificial intelligence literacy and perceived third-generation university support had positive structural relationships with AI-based entrepreneurial learning. In addition, AI-based entrepreneurial learning was positively related to individual innovation capability both directly and indirectly through entrepreneurial alertness. The bootstrap results supported the mediating roles of AI-based entrepreneurial learning and entrepreneurial alertness in the model. Within the limits of a cross-sectional self-report design, engineering students’ innovation capability is associated with the interplay of AI literacy, perceived institutional support, entrepreneurial learning, and opportunity recognition. Universities seeking to strengthen students’ innovation capability should design problem-oriented entrepreneurial learning experiences that promote critical, ethical, and purposeful use of artificial intelligence tools.

منابع
تارین، حامد؛ مهرعلیزاده، یدالله؛ شاهی، سکینه؛ فرهادی‌راد، حمید؛ و رحیمی‌دوست، غلامحسین. (۱۴۰۲). شناسایی و تحلیل ساختاری پیشران‌های مؤثر بر آینده نظام آموزش دانشگاهی در فضای انقلاب صنعتی چهارم. پژوهش در نظام‌های آموزشی، ۱۷(۶۱)، ۵-۲۱.
سنائی، محمد؛ شیری، نعمت‌الله؛ صدرایی، راضیه؛ و مهدیزاده، حسین. (۱۴۰۴). تأثیر آموزش‌های کارآفرینی بر رفتار کارآفرینانه با نقش میانجی هوشیاری کارآفرینانه: مطالعه‌ای در بین دانشجویان آموزش عالی ایران. مطالعات زیست‌بوم اقتصاد نوآوری، ۵(۲)، ۳۵-۵۸.
صفدری رنجبر، مصطفی؛ علینقیان، اشکان؛ و قادری، فواد. (۱۴۰۲). بررسی سیاست‌های توسعۀ زیست‌بوم نوآوری هوش مصنوعی در ایران. فصلنامه مطالعات زیست‌بوم اقتصاد نوآوری، ۳(۳)، ۹۹–۱۲۰.
کنعانی، فاطمه؛ رسولیان، پریسا؛ حافظی، رضا؛ و آهنگری، سعیده‌السادات. (۱۴۰۲). تحلیل بوم‌سازگان هوش مصنوعی ایران و شناسایی خلأهای نهادی و کارکردی آن. سیاست علم و فناوری، ۱۶(۲)، ۵۹-۷۷.

 
References:
Araujo, C. F., Karami, M., Tang, J., Roldan, L. B., & dos Santos, J. A. (2023). Entrepreneurial alertness: A meta-analysis and empirical review.DOI: 10.1016/j.jbvi.2023.e00394
Ayala-Gaytán, E., Villasana, M., & Naranjo-Priego, E. E. (2024). University Entrepreneurial Ecosystems and Graduate Entrepreneurship. Journal of Entrepreneurship, 33(1), 88–117.DOI: 10.1177/09713557241233905
Chen, L., Ifenthaler, D., Yau, J. Y.-K., & Sun, W. (2024). Artificial intelligence in entrepreneurship education: A scoping review. Education + Training, 66(6), 589–608.DOI: 10.1108/ET-05-2023-0169
Daniel, A. D., Adeel, S., & Botelho, A. (2021). Entrepreneurial alertness research: Past and future.DOI: 10.1177/21582440211031535
Duong, C. D. (2025). AI literacy and e-entrepreneurial intention: A serial mediation model of e-entrepreneurial self-efficacy and e-entrepreneurial identity aspiration. Journal of Innovation & Knowledge Management / Data Insights, 5(2), 100349.DOI: 10.1016/j.jjimei.2025.100349
Duong, C. D. (2026). AI literacy and higher education students’ digital entrepreneurial intention: A moderated mediation model of AI self-efficacy and digital entrepreneurial self-efficacy. Industry and Higher Education, 40(2), 242–255.DOI: 10.1177/09504222251370089
Duong, C. D., & Vu, T. N. (2025). Entrepreneurial education and higher education students’ e-entrepreneurial intention: A moderated mediation model of generative AI incorporation and e-entrepreneurial self-efficacy. Higher Education, Skills and Work-Based Learning, 15(5), 1024–1048.DOI: 10.1108/HESWBL-12-2024-0390
Dwivedi, Y. K., et al. (2025). Generative Artificial Intelligence (GenAI) in entrepreneurial education and practice: Emerging insights, the GAIN Framework, and research agenda.DOI: 10.1007/s11365-025-01089-2.
Iddris, F., Salifu, I., & Mensah Kparl, E. (2026). Leveraging learner innovative behaviour through innovation education: The mediating role of entrepreneurial alertness and the moderating effect of university support. Innovations in Education and Teaching International, 63(2), 615–632.DOI: 10.1080/14703297.2024.2383831
Janssen, O. (2000). Job demands, perceptions of effort-reward fairness and innovative work behaviour. Journal of Occupational and Organizational Psychology, 73, 287–302.DOI: 10.1348/096317900167038.
Jurgelevičius, A., Butvilas, T., Kovaitė, K., & Šūmakaris, P. (2025). Developing an entrepreneurial ecosystem framework for student-led start-ups in higher education. Education Sciences, 15(7), 837.DOI: 10.3390/educsci15070837
Karami, M., Araujo, C. F., Tang, J., & Roldan, L. B. (2025). Creativity, alertness, and entrepreneurship: A multilevel meta-analysis.DOI: 10.1080/00472778.2024.2418030
Lanivich, S. E., Zahoor, N., Donbesuur, F., Miri, D., & Adomako, S. (2025). Entrepreneurial alertness: A mechanism for innovation and growth in an emerging economy.DOI: 10.1007/s10490-024-09978-w
Lehmann, E. E., Otto, J. M., Weiße, L., & Wirsching, K. (2024). Entrepreneurial universities and the third mission paradigm shift from economic performance to impact entrepreneurship: Germany’s EXIST program and ESG orientation.DOI: 10.1007/s10961-024-10080-y
Lintner, T. (2024). A systematic review of AI literacy scales. npj Science of Learning, 9, 50.DOI: 10.1038/s41539-024-00264-4.
Long, D. Y., et al. (2025). Artificial intelligence in higher education: A systematic review of its impact on student engagement and the mediating role of teaching methods. Frontiers in Education.DOI: 10.3389/feduc.2025.1648661
Ng, D. T. K., Wu, W., Leung, J. K. L., Chiu, T. K. F., & Chu, S. K. W. (2024). Design and validation of the AI literacy questionnaire: The affective, behavioural, cognitive and ethical approach. British Journal of Educational Technology, 55(3), 1082–1104.DOI: 10.1111/bjet.13411
Nwosu, H. E., Okolie, U. C., Awotoye, Y. F., Ejime, E. O., Ehiobuche, C., & Nkanta, I. (2025). Exploring the role of university entrepreneurial ecosystem in shaping conditional student entrepreneurship. Industry and Higher Education.DOI: 10.1177/09504222251388185
Ocen, S., Elasu, J. E. J., Manjeri Aarakit, S. M., & Olupot, C. (2025). Artificial intelligence in higher education institutions: Review of innovations, opportunities and challenges. Frontiers in Education.DOI: 10.3389/feduc.2025.1530247
Polat, E., Zincirli, M., & Zengin, E. (2025). Examining the interaction between artificial intelligence literacy and individual entrepreneurial orientation in teacher candidates: The mediating role of sustainable development. The International Journal of Management Education, 23, 101156.DOI: 10.1016/j.ijme.2025.101156
Politis, D. (2005). The process of entrepreneurial learning: A conceptual framework. Entrepreneurship Theory and Practice, 29(4), 399–424.DOI: 10.1111/j.1540-6520.2005.00091.x
Tahan, S. (2025). Entrepreneurial education and innovation intentions among university students: A structural assessment of opportunity recognition, psychological capital, and fear of failure. Administrative Sciences, 15(7), 261.DOI: 10.3390/admsci15070261
Tang, J., Kacmar, K. M., & Busenitz, L. (2012). Entrepreneurial alertness in the pursuit of new opportunities. Journal of Business Venturing, 27(1), 77–94.DOI: 10.1016/j.jbusvent.2010.07.001
Wang, B., Rau, P. L. P., & Yuan, T. (2023). Measuring user competence in using artificial intelligence: Validity and reliability of artificial intelligence literacy scale. Behaviour & Information Technology, 42(9), 1324–1337.DOI: 10.1080/0144929X.2022.2072768.
Xie, Y., & Wang, S. (2025). Generative artificial intelligence in entrepreneurship education enhances entrepreneurial intention through self-efficacy and university support.DOI: 10.1038/s41598-025-09545-3
Yu, G., Ramayah, T., & Lin, Z. (2025). Toward understanding the role of generative AI in entrepreneurship education: A systematic review. Computers and Education: Artificial Intelligence, 9, 100470.DOI: 10.1016/j.caeai.2025.100470.
Zhou, S., & Mei, W. (2024). Interrelationship between entrepreneurial alertness and intention among university students: A moderated mediation model. ECNU Review of Education.
DOI: 10.1177/20965311241256355