Artificial Intelligence Literacy and Digital Entrepreneurial Intention: The Mediating Role of Attitude toward Digital Entrepreneurship at Two Public Vocational Institutions
DOI:
https://doi.org/10.62794/je3s.v7i5.472Keywords:
Artificial Intelligence Literacy, Attitude Toward Digital Entrepreneurship, Digital Entrepreneurial Intention, Emerging Economy, Vocational EducationAbstract
The accelerating development of artificial intelligence (AI) is transforming the knowledge, competencies, and capabilities required to engage in digital entrepreneurship. Yet, the possession of AI-related competencies does not necessarily translate into entrepreneurial intention, particularly among vocational students who experience extensive exposure to digital technologies but remain comparatively less engaged in entrepreneurial activities. Addressing this issue, this study explores how artificial intelligence literacy shapes digital entrepreneurial intention and investigates the mediating role of attitude toward digital entrepreneurship in this relationship. Drawing on a quantitative cross-sectional design, data were collected from 300 vocational students in South Sulawesi, Indonesia. Data were analyzed using Partial Least Squares Structural Equation Modeling. The findings demonstrated that artificial intelligence literacy positively influences students’ attitudes toward digital entrepreneurship, while such attitudes substantially enhance their intention to pursue digital entrepreneurial activities. However, artificial intelligence literacy does not exert a significant direct influence on digital entrepreneurial intention. Instead, its influence emerges indirectly through attitude toward digital entrepreneurship, highlighting the importance of an attitudinal mechanism in translating technological competence into entrepreneurial intention. These findings advance the emerging literature on AI and digital entrepreneurship by challenging the assumption that technological literacy alone is sufficient to foster entrepreneurial intention. The study further underscores the importance of cultivating favorable entrepreneurial attitudes alongside AI competencies within vocational education, particularly in emerging-economy contexts where digital transformation is reshaping pathways to entrepreneurship.
References
Ajzen, I. (1991). The theory of planned behavior. Organizational Bhavior and Human Decision Processes, 50, 179–211.
Ajzen, I. (2020). The theory of planned behavior: Frequently asked questions. Human Behavior and Emerging Technologies, 2(4), 314–324.
Ajzen, I., & Schmidt, P. (2020). Changing behavior using the theory of planned behavior. The Handbook of Behavior Change, 17–31.
Akhtar, P., Ghouri, A. M., Ashraf, A., Lim, J. J., Khan, N. R., & Ma, S. (2024). Smart product platforming powered by AI and generative AI: Personalization for the circular economy. International Journal of Production Economics, 273, 109283. https://doi.org/10.1016/j.ijpe.2024.109283
Al-Mamary, Y. H. S., & Alraja, M. M. (2022). Understanding entrepreneurship intention and behavior in the light of TPB model from the digital entrepreneurship perspective. International Journal of Information Management Data Insights, 2(2), 100106.
Alkhalaileh, M. Y., & Qasim, D. (2026). The impact of AI literacy on E-entrepreneurial intention: the mediating role of E-self-efficacy and innovation mindset. Entrepreneurship Education. https://doi.org/10.1007/s41959-026-00176-x
Aloulou, W., Ayadi, F., Ramadani, V., & Dana, L.-P. (2023). Dreaming digital or chasing new real pathways? Unveiling the determinants shaping Saudi youth’s digital entrepreneurial intention. International Journal of Entrepreneurial Behavior & Research, 30(23), 709–734. https://doi.org/10.1108/IJEBR-10-2022-0942
Blankesteijn, M. L. (M. L. ., Houtkamp, J. (J. ., & Bossink, B. (B. A. G. . (2024). Towards transformative experiential learning in science- and technology-based entrepreneurship education for sustainable technological innovation. Journal of Innovation & Knowledge, 9(3), 100544. https://doi.org/10.1016/j.jik.2024.100544
Duong, C. D. (2025a). AI literacy and e-entrepreneurial intention: A serial mediation model of e-entrepreneurial self-efficacy and e-entrepreneurial identity aspiration. International Journal of Information Management Data Insights, 5(2), 100349. https://doi.org/10.1016/j.jjimei.2025.100349
Duong, C. D. (2025b). 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, 09504222251370089. https://journals.sagepub.com/doi/abs/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. https://doi.org/10.1108/HESWBL-12-2024-0390
Fishbein, M., & Ajzen, I. (1975). Belief, attitude, intention, and behavior: An introduction to theory and research. Reading, MA: Addison-Wesley.
Gupta, B. B., Gaurav, A., Panigrahi, P. K., & Arya, V. (2023). Analysis of artificial intelligence-based technologies and approaches on sustainable entrepreneurship. Technological Forecasting and Social Change, 186, 122152. https://doi.org/10.1016/j.techfore.2022.122152
Hair Jr, J. F., Howard, M. C., & Nitzl, C. (2020). Assessing measurement model quality in PLS-SEM using confirmatory composite analysis. Journal of Business Research, 109, 101–110.
Hajizadeh, A., Hassani, M., & Shirbagi, N. (2026). The Impact of Generative AI Language Tools and Digital Literacy on Entrepreneurial Intention and Behavior: The Mediating Role of Self-Efficacy and the Moderating Role of Social Support in Academic Settings.
Humas Kementerian Pendidikan Tinggi, Sains, dan T. (2026). Wamendiktisaintek Dorong Kampus Lahirkan Wirausahawan Mud. https://kemdiktisaintek.go.id/news/article/wamendiktisaintek-dorong-kampus-lahirkan-wirausahawan-muda
Kock, N., & Hadaya, P. (2018). Minimum sample size estimation in PLS-SEM: The inverse square root and gamma-exponential methods. Information Systems Journal, 28(1), 227–261. https://doi.org/10.1111/isj.12131
Linan, & Chen, Y. W. (2009). Development and cross-cultural application of a specific instrument to measure entrepreneurial intentions. Entrepreneurship Theory and Practice, 593–617.
Liu, M., Gorgievski, M. J., Qi, J., & Paas, F. (2022). Increasing teaching effectiveness in entrepreneurship education: Course characteristics and student needs differences. Learning and Individual Differences, 96, 102147. https://doi.org/10.1016/j.lindif.2022.102147
Liu, Z., Zhang, M., Guo, Y., Mao, T., Deng, S., & Li, Y. (2025). Entrepreneurship education stimulates entrepreneurial intention of college students in China: A dual-pathway model. The International Journal of Management Education, 23(2), 101107. https://doi.org/https://doi.org/10.1016/j.ijme.2024.101107
Ma, M., Ng, D. T. K., Liu, Z., Lin, J., & Wong, G. K. W. (2025). Why don’t teachers teach AI ethics? Understanding teachers’ beliefs and intentions in Chinese AI curriculum implementation through the theory of planned behaviour. Computers and Education: Artificial Intelligence, 9, 100518. https://doi.org/10.1016/j.caeai.2025.100518
Madden, T. J., Ellen, P. S., & Ajzen, I. (1992). A comparison of the theory of planned behavior and the theory of reasoned action. Personality and Social Psychology Bulletin, 18(1), 3–9.
Mehrabian, A., & Russell, J. A. (1974). An approach to environmental psychology. the MIT Press.
Melios, S., Harbourne, N., Bolton, D., & Crofton, E. (2026). Exploring beliefs, intentions, and expectations towards cured meat alternatives: A qualitative analysis based on the theory of planned behaviour and product tasting. Future Foods, 13, 100912. https://doi.org/https://doi.org/10.1016/j.fufo.2026.100912
Nambisan, Satish. (2017). Digital Entrepreneurship: Toward a Digital Technology Perspective of Entrepreneurship. Entrepreneurship Theory and Practice, 41(6), 1029–1055. https://doi.org/10.1111/etap.12254
Nguyen, T. T., Dao, T. T., Tran, T. B., Nguyen, H. T. T., Le, L. T. N., & Pham, N. T. T. (2024). Fintech literacy and digital entrepreneurial intention: Mediator and Moderator Effect. International Journal of Information Management Data Insights, 4(1), 100222. https://doi.org/10.1016/j.jjimei.2024.100222
Nguyen Thi, X., Nguyen, D. Van, & Ngoc Nguyen, D. (2026). Examining the roles of entrepreneurship education, entrepreneurial attitude, and parental support in shaping students’ entrepreneurial intentions. Social Sciences & Humanities Open, 13, 102534. https://doi.org/10.1016/j.ssaho.2026.102534
Sarstedt, M., Ringle, C., & Hair, J. (2021). Partial Least Squares Structural Equation Modeling (pp. 1–47). https://doi.org/10.1007/978-3-319-05542-8_15-2
Schlaegel, C., & Koenig, M. (2014). Determinants of entrepreneurial intent: A meta–analytic test and integration of competing models. Entrepreneurship Theory and Practice, 38(2), 291–332.
Soria-Barreto, K., & Novoa-Hernández, P. (2025). A systematic mapping and meta-analysis on sustainable entrepreneurial intention: Insights from the theory of planned behavior. Acta Psychologica, 260, 105733. https://doi.org/https://doi.org/10.1016/j.actpsy.2025.105733
Statistik, B. P. (2026). Indikator Pasar Tenaga Kerja Indonesia Februari 2026. https://www.bps.go.id/id/publication/2026/06/26/f00a5821056e518c20d1546e/indikator-pasar-tenaga-kerja-indonesia-februari-2026.html
Vu, T. H., Do, A. D., Ha, D. L., Hoang, D. T., Van Le, T. A., & Le, T. T. H. (2024). Antecedents of digital entrepreneurial intention among engineering students. International Journal of Information Management Data Insights, 4(1), 100233. https://doi.org/10.1016/j.jjimei.2024.100233
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. https://doi.org/10.1080/0144929X.2022.2072768
Xin, B., & Ma, X. (2023). Gamifying online entrepreneurship education and digital entrepreneurial intentions: An empirical study. Entertainment Computing, 46, 100552. https://doi.org/10.1016/j.entcom.2023.100552
Yuet Mun, R. C., Chuah, C., & Homer, S. T. (2026). Understanding malaysian homeowners’ intention to adopt photovoltaic systems for EV charging: An integrated theory of planned behaviour and diffusion of innovation approach. Renewable Energy Focus, 56, 100767. https://doi.org/10.1016/j.ref.2025.100767
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 Ahmadi Usman, Asri Essada Nurachmah, Maududi Lamparawi Magenda, A.Putri Pratiwi Pramulia AR, Ahmad Afif Bakhtiar, Muhammad Sadiq, Aedil Firmansya, Muhammad Dzaky Al Fatihah Putra

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