Entrepreneurial mindset: a systematic literature review and empirical study of MSMEs in the special region of Yogyakarta

Authors

  • Utami Tunjung Sari Universitas Widya Mataram, Indonesia
  • Bhenu Artha Universitas Widya Mataram, Indonesia
  • Bahri Universitas Widya Mataram, Indonesia
  • Niken Permata Sari Universitas Widya Mataram, Indonesia
  • Asha Mussa Mallya Beijing Normal University, China
  • Cynta Alya Dinka Universitas Widya Mataram, Indonesia

DOI:

https://doi.org/10.37631/ebisma.v7i1.2324

Keywords:

artificial intelligence, business performance, entrepreneurial mindset, literature review, msmes

Abstract

The intersection of entrepreneurial mindset, artificial intelligence (AI), and business performance represents a dynamic research area, yet systematic syntheses of these relationships remain limited. This research aims to synthesize empirical evidence examining the connections between mindset development and AI adoption, while empirically evaluating their impact on MSME performance in Yogyakarta. Adopting PRISMA guidelines, a systematic literature review (SLR) analyzed 15 peer-reviewed articles published between 2019 and 2024. This was complemented by an empirical study of 51 MSME owners utilizing multiple linear regression analysis. SLR results indicate that AI integration catalyzes mindset development through cognitive enhancement and experiential learning. Empirical findings confirm that both entrepreneurial mindset and AI use are statistically significant predictors of business performance, collectively explaining 12.6% of the variance. Notably, entrepreneurial mindset exerts a stronger influence than AI adoption. These results imply that digital transformation is most beneficial when grounded in an entrepreneurial approach. Recommendations include integrating generative AI into curricula and fostering strategic AI literacy among practitioners to enhance business sustainability.

References

Aaouid, B., Elboussadi, A., Boubker, O., & Nejjari, Z. (2024). Entrepreneurial bricolage: A systematic literature network analysis and TCCM approach. Scientific African, 26, e02474. https://doi.org/https://doi.org/10.1016/j.sciaf.2024.e02474

Adebayo Olusegun Aderibigbe, Peter Efosa Ohenhen, Nwabueze Kelvin Nwaobia, Joachim Osheyor Gidiagba, & Emmanuel Chigozie Ani. (2023). ARTIFICIAL INTELLIGENCE IN DEVELOPING COUNTRIES: BRIDGING THE GAP BETWEEN POTENTIAL AND IMPLEMENTATION. Computer Science & IT Research Journal, 4(3), 185–199. https://doi.org/10.51594/csitrj.v4i3.629

Ahmed, F., Lo, Y. T., & Chen, S. (2025). Developing Entrepreneurial Mindset Among Non-Business Majors Through Experiential Learning and AI Tools. The Proceedings of the 26th European Conference on Knowledge Management.

Ahmed, S. K. (2024). How to choose a sampling technique and determine sample size for research: A simplified guide for researchers. Oral Oncology Reports, 12(1), 100662. https://doi.org/10.1016/j.oor.2024.100662

Al-Mamary, Y. H. (2025). The transformative power of artificial intelligence in entrepreneurship: exploring AI’s capabilities for the success of entrepreneurial ventures. Future Business Journal, 11(1). https://doi.org/10.1186/s43093-025-00533-7

An, T. (2025). AI as Cognitive Amplifier: Rethinking Human Judgment in the Age of Generative AI. http://arxiv.org/abs/2512.10961

Cao, Y. (2025). Using AI and big data analytics to support entrepreneurial decisions in the digital economy. Scientific Reports, 15(1). https://doi.org/10.1038/s41598-025-20871-4

Chedrawi, C., Haddad, G., Haddad, G., & ElAli, R. (2026). Can artificial intelligence bridge the diversity, equity, and inclusion gap for a sustainable future? A PRISMA systematic review. Journal of Innovation and Knowledge, 15. https://doi.org/10.1016/j.jik.2026.100986

Chen, R., Zhou, X., Deng, G., Li, S., & Li, L. (2025). Assessment of quality of reporting and methodology in systematic reviews of moxibustion for chronic diseases using PRISMA 2020 and AMSTAR 2. Complementary Therapies in Medicine, 92. https://doi.org/10.1016/j.ctim.2025.103193

Choudhary, P., Ali, I., Rehman, K., Sharma, K., Sharma, K., Borasi, M., Bhargava, P., & Head, &. (2024). Enhancing Mentorship through Technology: A Comprehensive Review of Current Practices and Future Directions. International Journal of Multidisciplinary Research and Growth Evaluation, 5(6), 634–645. www.allmultidisciplinaryjournal.com

Cui, S., Wang, L., Cao, W., & Zhu, T. (2026). Gain or loss? The dual effects of dependence on AI on employee’s creativity. International Journal of Information Management, 87, 103001. https://doi.org/10.1016/J.IJINFOMGT.2025.103001

Daspit, J. J., Fox, C. J., & Findley, S. K. (2023). Entrepreneurial mindset: An integrated definition, a review of current insights, and directions for future research. Journal of Small Business Management, 61(1), 12–44. https://doi.org/10.1080/00472778.2021.1907583

Duong, C. D. (2025a). Artificial intelligence innovation, innovation niches and entrepreneurial performance: the curvilinear role of open innovation. Business Process Management Journal, 1–28. https://doi.org/10.1108/BPMJ-04-2025-0500

Duong, C. D. (2025b). Human vs AI: What constitutes true intelligence for international entrepreneurship. Research in Globalization, 11, 100320. https://doi.org/10.1016/J.RESGLO.2025.100320

Duong, C. D. (2026a). AI literacy and digital entrepreneurial hustle: the mediating role of entrepreneurial mindset and intentions. International Journal of Innovation Science, 1–25. https://doi.org/10.1108/IJIS-03-2025-0143

Duong, C. D. (2026b). Explore how AI literacy inspires higher education students’ digital entrepreneurial intentions: the moderating role of technological support and educational support. Asian Education and Development Studies, 1–23. https://doi.org/10.1108/AEDS-10-2025-0538

Ercantan, K., Eyupoglu, Ş. Z., & Ercantan, Ö. (2024). The Entrepreneurial Leadership, Innovative Behaviour, and Competitive Advantage Relationship in Manufacturing Companies: A Key to Manufactural Development and Sustainable Business. Sustainability (Switzerland) , 16(6). https://doi.org/10.3390/su16062407

Etikan, I. (2016). Comparison of Convenience Sampling and Purposive Sampling. American Journal of Theoretical and Applied Statistics, 5(1), 1. https://doi.org/10.11648/j.ajtas.20160501.11

Fui-Hoon Nah, F., Zheng, R., Cai, J., Siau, K., & Chen, L. (2023). Generative AI and ChatGPT: Applications, challenges, and AI-human collaboration. Journal of Information Technology Case and Application Research, 25(3), 277–304. https://doi.org/10.1080/15228053.2023.2233814

Grewatsch, S., & Kleindienst, I. (2018). How organizational cognitive frames affect organizational capabilities: The context of corporate sustainability. Long Range Planning, 51(4), 607–624. https://doi.org/10.1016/J.LRP.2017.03.004

Habacha, A., & Menyaoui, M. (2025). Artificial Intelligence as a Catalyst for Intrapreneurial Culture among Students: Exploring a New Driver of University Innovation in Sousse. INTERNATIONAL JOURNAL OF RESEARCH AND INNOVATION IN SOCIAL SCIENCE (IJRISS), 9, 7496–7509. https://doi.org/10.47772/IJRISS

Isabel Acosta _Paredes, V., Israel Núñez Sánchez, A., José Torres, M., Bastidas-Amador, G., & Mina Paez, A. (2026). Challenges of entrepreneurship in the age of artificial intelligence: A systematic review. F1000Research, 15, 396. https://doi.org/10.12688/f1000research.177215.1

Junus, A., Hsu, Y. cheng, Wong, C., & Yip, P. S. F. (2023). Is internet gaming disorder associated with suicidal behaviors among the younger generation? Multiple logistic regressions on a large-scale purposive sampling survey. Journal of Psychiatric Research, 161, 2–9. https://doi.org/10.1016/J.JPSYCHIRES.2023.02.038

Kuratko, D. F., Fisher, G., & Audretsch, D. B. (2021). Unraveling the entrepreneurial mindset. Small Business Economics, 57(4), 1681–1691. https://doi.org/10.1007/s11187-020-00372-6

Le Dinh, T., Vu, M. C., & Tran, G. T. C. (2025). Artificial Intelligence in SMEs: Enhancing Business Functions Through Technologies and Applications. In Information (Switzerland) (Vol. 16, Number 5). Multidisciplinary Digital Publishing Institute (MDPI). https://doi.org/10.3390/info16050415

Leslie, J. (2025). STRATEGEN-AI Cognitive Enhancement Through AI Interaction: How Daily Use of Artificial Intelligence Strengthens Human Critical Thinking and Problem-Solving Skills.

Lopes, J., Ferreira, J. J., & Farinha, L. (2021). Entrepreneurship and the Resource-Based View: What is the linkage? A Bibliometric Approach. International Journal of Entrepreneurial Venturing, 13, 137–159. https://doi.org/10.1504/IJEV.2021.10036771

López-Solís, O., Luzuriaga-Jaramillo, A., Bedoya-Jara, M., Naranjo-Santamaría, J., Bonilla-Jurado, D., & Acosta-Vargas, P. (2025). Effect of Generative Artificial Intelligence on Strategic Decision-Making in Entrepreneurial Business Initiatives: A Systematic Literature Review. In Administrative Sciences (Vol. 15, Number 2). Multidisciplinary Digital Publishing Institute (MDPI). https://doi.org/10.3390/admsci15020066

Mawson, S., Casulli, L., & Simmons, E. L. (2023). A Competence Development Approach for Entrepreneurial Mindset in Entrepreneurship Education. Entrepreneurship Education and Pedagogy, 6(3), 481–501. https://doi.org/10.1177/25151274221143146

Mostafiz, M. I., Ahmed, F. U., Ahammad, M. F., & Rahman, P. N. A. (2025b). Entrepreneurial Cognition and Artificial Intelligence Adoption—Contingency Role of Innovation Ecosystem Resource Mobilization and Entrepreneurial Bricolage. R and D Management, 55(5), 1754–1772. https://doi.org/10.1111/radm.12781

Mumi, A., Ngammoh, N., & Suwanpakdee, A. (2025). The nexus of artificial intelligence and entrepreneurship research: Bibliometric analysis. Sustainable Futures, 9, 100688. https://doi.org/https://doi.org/10.1016/j.sftr.2025.100688

Nguyen, T. H., Nguyen, D. N., Le, T. L., Duong, C. D., & Nguyen, T. N. (2025). AI-driven digital ventures: How perceived AI competencies and self-efficacy shape digital entrepreneurial intention. Journal of the International Council for Small Business, 1–16. https://doi.org/10.1080/26437015.2025.2568915

Noegroho, A., Yusuf, D., Farkhah, L., & Septian B, S. D. (2024). Pengaruh Mindset Kewirausahaan, Pemanfaatan Ai, Kreativitas, dan Minat Berwirausaha Terhadap Tingkat Keberhasilan Rintisan Usaha Mahasiswa. Jurnal Publikasi Manajemen Informatika, 3, 172–183.

Odugbesan, J. A., Tafamel, A. E., & Akrawah, D. O. (2025). AI and the entrepreneurial mindset: mapping cognitive adaptability in the age of technological disruption. Journal of Entrepreneurship in Emerging Economies, 18(1), 212–236. https://doi.org/10.1108/JEEE-07-2025-0369

Rashid, A. Bin, & Kausik, M. A. K. (2024). AI revolutionizing industries worldwide: A comprehensive overview of its diverse applications. Hybrid Advances, 7, 100277. https://doi.org/10.1016/J.HYBADV.2024.100277

Rastogi, S., & Pandita, D. (2025). Driving entrepreneurial success: navigating AI-driven transformation through workforce agility and sustainability. Journal of Innovation and Entrepreneurship, 14(1). https://doi.org/10.1186/s13731-025-00554-0

Rumangkit, S., Hadi, A. S., Prabowo, H., & AbWahid, R. (2025). Exploring the Link Between Digipreneurship Intention and Commitment in Higher Education. In 2025 International Conference on Informatics, Multimedia, Cyber and Information System (ICIMCIS) (pp. 651-656). IEEE.

Rumangkit, S., Hadi, A. S., & Osman, M. Z. (2025). A bibliometric review of technopreneurship: intellectual structure, key themes, and research frontiers. PHINISI, 97-112.

Sánchez Gonzales, H. M., Cartes-Barroso, M. J., & Ftah Ftah, K. (2026). Artificial intelligence as a strategic resource for journalism entrepreneurship: perceptions of the entrepreneurial mindset and decision-making. Revista de Comunicacion, 25(1), 363–388. https://doi.org/10.26441/RC25.1-2026-4347

Sánchez-Rodríguez, A., García-Vidal, G., Fernández-Ochoa, Y., Martínez-Vivar, R., Gavilanes-Venegas, A. E., & Pérez-Campdesuñer, R. (2025). Navigating Uncertainty Through AI Adoption: Dynamic Capabilities, Strategic Innovation Performance, and Competitiveness in Ecuadorian SMEs. Administrative Sciences, 15(12). https://doi.org/10.3390/admsci15120468

Sarumi, O. O. (2024). AI: Driving Entrepreneurship, Nurturing Innovation, and Fueling Startup Growth. International Journal of Advances in Engineering and Management, 6(11), 540–547. https://doi.org/10.35629/5252-0611540547

Setyawati, A., Rahma, A., Sudarjo, Maula, F. I., Mega, D. P., Rahman, I., Manajemen, S., Ilmu, T., Indonesia, E., & Malang, I. (2026). Entrepreneurial Literacy and Digital Mindset as Catalysts for Online Business Readiness: A Systematic Literature Review. International Journal of Economics and Management Research. https://api.semanticscholar.org/CorpusID:285063231

Shen, X., Zhou, X., Liao, H. P., McDonnell, D., & Wang, J. L. (2024). Uncovering the symptom relationship between anxiety, depression, and internet addiction among left-behind children: A large-scale purposive sampling network analysis. Journal of Psychiatric Research, 171, 43–51. https://doi.org/10.1016/J.JPSYCHIRES.2024.01.025

Siaw, C. A., & Ali, W. (2024). Substitution and complementarity between human and artificial intelligence: a dynamic capabilities view. Journal of Managerial Psychology. https://doi.org/10.1108/JMP-06-2024-0398

Ștefan, S. C., Popa, I., & Breazu, A. (2025). A new framework for the artificial intelligence entrepreneurship ecosystem. Journal of Innovation & Knowledge, 10(6), 100850. https://doi.org/10.1016/J.JIK.2025.100850

Tursunbayeva, A., & Chalutz-Ben Gal, H. (2024). Adoption of artificial intelligence: A TOP framework-based checklist for digital leaders. Business Horizons, 67(4), 357–368. https://doi.org/10.1016/J.BUSHOR.2024.04.006

Villarroel Henríquez, V., Castillo Rabanal, I., & Santana Abásolo, J. (2025). Applying Kolb’s experiential learning cycle for deep learning: A systematic literature review. Social Sciences & Humanities Open, 12, 102096. https://doi.org/10.1016/J.SSAHO.2025.102096

Yan, J., & Ahmad, F. (2025). Bridging Institutional Voids in a Volatile Emerging Economy: Role of Regulatory Cultural Stewardship as a Dynamic Capability for Sustainable AI-Enabled Digital Transformation in SMEs. Sustainability (Switzerland), 17(22). https://doi.org/10.3390/su172210397

Zournatzidou, G. (2025). Green Finance and Sustainable Development: Investigating the Role of Greentech Business Ecosystem Through PRISMA-Driven Bibliometric Analysis. Administrative Sciences, 15(4). https://doi.org/10.3390/admsci15040150

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2026-06-02

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