Tinjauan Literatur Terhadap Tantangan Etika dalam Penerapan Kecerdasan Buatan di Kewirausahaan
DOI:
https://doi.org/10.30998/jrami.v7i03.1306Keywords:
Etika AI, Kewirausahaan, Bias Algoritmik, Fairness, Tinjauan Literatur SistematisAbstract
This Systematic Literature Review aims to identify and analyze ethical challenges arising from the implementation of artificial intelligence (AI) in entrepreneurship. The study employed the PICOC framework and PRISMA 2020 protocol for conducting systematic searches across Scopus and Google Scholar databases covering 2021–2026. From 430 identified articles, 43 articles met the stringent selection criteria and quality assessment standards and were included in the analysis. The findings reveal that principal ethical challenges encompass algorithmic bias, lack of transparency, system reliability, and accountability gaps in AI-based decision-making. The FAIR principles (Fairness, Accountability, Interpretability, Responsibility) emerged as a critical and comprehensive framework for advancing responsible AI adoption in business ecosystems. This research provides actionable recommendations for entrepreneurs, policymakers, and researchers to develop fair and sustainable technology environments.
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Abulibdeh, A., Zaidan, E., & Abulibdeh, R. (2024). Navigating the confluence of artificial intelligence and education for sustainable development in the era of industry 4 . 0 : Challenges , opportunities , and ethical dimensions. Journal of Cleaner Production, 437(December 2023), 140527. https://doi.org/10.1016/j.jclepro.2023.140527
Ali, S. J., Christin, A., & Katila, R. (2023). Walking the Walk of AI Ethics : Organizational Challenges and the Individualization of Risk among Ethics Entrepreneurs. 2023 ACM Conference on Fairness, Accountability, and Transparency (FAccT ’23), June 12â•fi15, 2023, Chicago, IL, USA, 1(1), 217–226. https://doi.org/10.1145/3593013.3593990
Altinay, L., Vatankhah, S., Vita, G. De, & Evrim, H. (2026). Could AI technologies be harnessed to break down barriers to inclusivity for women entrepreneurship in tourism ? Tourism Management, 112(October 2024), 105285. https://doi.org/10.1016/j.tourman.2025.105285
Anser, W., Khan, W. A., Habiba, U., Rafique, N., Rahim, H., & Ahmed, N. (2025). Business Model Innovation and Strategic Risk Management in Entrepreneurial Ecosystem. Scholars Journal of Economics, Business and Management, 8875(7), 171–184. https://doi.org/10.36347/sjebm.2025.v12i07.002
Aripradono, H. W. (2026). Integrating artificial intelligence as a catalyst for entrepreneurship education in higher education : a conceptual framework for Indonesian higher education. Priviet Social Sciences Journal, 6(4). https://doi.org/10.55942/pssj.v6i4.1445
Attard-Frost, B., De los Ríos, A., & Walters, D. . (2023). The ethics of AI business practices: a review of 47 AI ethics guidelines. AI Ethics 3, 389–406. https://doi.org/10.1007/s43681-022-00156-6
Balasubramaniam, N., Kauppinen, M., Rannisto, A., & Hiekkanen, K. (2023). Transparency and explainability of AI systems : From ethical guidelines to requirements. Information and Software Technology, 159(July 2022), 107197. https://doi.org/10.1016/j.infsof.2023.107197
Bogdanova, O. (2025). Teaching Responsible AI Entrepreneurship : Experiences From the Erasmus + Pathfinder Project. Proceedings of the 6th International Conference on AI Research (ICAIR 2025), Icair 2025, 40–47. https://doi.org/10.34190/icair.5.1.4376
Buˇzinskien, R., Miceikien, A., Hern´andez-Tamurejo, A., Saura, J. R., ˙, & ˙. (2026). The knowledge of ethical AI decision-making : A behavioral economics perspective ´ n Saura. Journal of Innovation & Knowledge, 14(April 2025). https://doi.org/10.1016/j.jik.2026.100967
Chen, L., Huang, R., Duan, L., & Chen, J. (2025). Exploring Multi-Dimensional Innovations in Medical Education Models Empowered by Generative Artificial Intelligence : The Case of Innovation and Entrepreneurship Courses. Creative Education, 16(10), 1574–1585. https://doi.org/10.4236/ce.2025.1610094
Chinnaraju, A. (2025). AI-driven strategic decision-making on innovation : Scalable , ethical approaches and ai agents for startups. World Journal of Advanced Research and Reviews, 25(02), 2219–2248. https://doi.org/10.30574/wjarr.2025.25.2.0575
Chotisarn, N., & Phuthong, T. (2025). A bibliometric analysis insights into the intellectual dynamics of artificial intelligence for the micro , small , and medium enterprises. Cogent Business & Management, 12(1). https://doi.org/10.1080/23311975.2025.2491684
Cristofaro, M., Luigi, P., & Muldoon, J. (2026). Technology in Society Entrepreneurial decision-making in the age of AI : Sector knowledge at the balance of intuition and analysis ☆. Technology in Society, 85(October 2025), 103200. https://doi.org/10.1016/j.techsoc.2025.103200
Dwi, M., Nur, A., & Hidayatullah, A. (2024). People , Machines , Enterprises and AI Unite for Impactful Change. Journal of Ecohumanism, 3(3), 1158–1176. https://doi.org/10.62754/joe.v3i3.3438
Ferrara, E. (2024). Fairness and Bias in Artificial Intelligence : A Brief Survey of Sources , Impacts , and Mitigation Strategies. Sci, 6(3). https://doi.org/10.3390/sci6010003
Florea, A., & Hatos, R. (2026). Sustainability-Oriented Digital Transformation Under Industry 4 . 0 : Managerial Perceptions of Digitalization and AI. Sustainability, 18(5), 1–24. https://doi.org/10.3390/su18052570
Ganuthula, V. R. R., & Indian. (2025). The Solo Revolution: A Theory of AI-Enabled Individual Entrepreneurship Venkat Ram Reddy Ganuthula Indian Institute of Technology Jodhpur. ArXiv. https://doi.org/10.48550/arXiv.2502.00009
Ghobakhloo, M. (2024). Beyond Industry 4 . 0 : a systematic review of Industry 5 . 0 technologies and implications for social , environmental and economic sustainability. Asia-Pacific Journal of Business Administration. https://doi.org/10.1108/APJBA-08-2023-0384
Huang, X., Kou, T., & Zhou, Q. (2026). Technology in Society Embedding AI ethics in the data lifecycle : A framework for enterprise AI governance. Technology in Society, 86(August 2025), 103261. https://doi.org/10.1016/j.techsoc.2026.103261
Hulus, A. (2026). A systematic response to ethical blind spots in AI education : cross ‑ cultural insights and the role of digital literacy. Hulus Smart Learning Environments, 13(11), 1–24. https://doi.org/10.1186/s40561‑026‑00437‑1
Huseynov, V., & Nematova, U. (2026). Ethical Issues Regarding the Use of Artificial Intelligence in Business Enterprises. International Journal Of Research And Scientific Innovation (IJRSI), XII(2321), 768–780. https://doi.org/10.51244/IJRSI.2025.12120065
Ibrahim, S. M., Alshraideh, M. A., Leiner, M., & Aldajani, I. M. (2024). Artificial intelligence ethics : ethical consideration and regulations from theory to practice. IAES International Journal of Artificial Intelligence (IJ-AI), 13(3), 3703–3714. https://doi.org/10.11591/ijai.v13.i3.pp3703-3714
Ikram, M., Mehmood, W., Muhammad, S., & Saleem, U. (2026). Exploring the nexus of governance and AI ethics : Using systematic literature review for future direction. Data and Information Management, 10(3), 100122. https://doi.org/10.1016/j.dim.2026.100122
Insirat, M. N., Syahfir, H. A., & Usman, A. (2025). Analisis Dampak Implementasi AI Dalam Proses Pengambilan Keputusan Manajerial Terhadap Etika Bisnis dan Keberlanjutan Organisasi : A Systematic Literature Review. Owner: Riset & Jurnal Akuntansi, 9(1), 11–25. https://doi.org/10.33395/owner.v9i1.2525
Irawan, H., Riwurohi, Y. E., Irawan, I., Informasi, F. T., Luhur, U. B., Komputer, I., Teknologi, F., Luhur, U. B., Komputer, S., Informasi, F. T., Luhur, U. B., Ciledug, R., Utara, P., Lama, K., Data, P., & Sosial, T. J. (2025). Kecerdasan Buatan Studi Kasus Di Indonesia. JMIK (JURNAL MAHASISWA ILMU KOMPUTER), 6(2). https://doi.org/10.24127/ilmukomputer.v6i2.9545
Isabel, V., Paredes, A., Israel, A., Sánchez, N., Torres, M. J., Bastidas-amador, G., Paez, A. M., Tecnica, U., Tecnica, U., Tecnica, U., & Tecnica, U. (2026). Challenges of entrepreneurship in the age of artificial intelligence : A systematic review. F1000Research, 15(396), 1–18. https://doi.org/10.12688/f1000research.177215.1
Kamil, A. Z. R., Al Maa’uun, H., Rahmadhani, K. F., Rosyada, E. I., & Khoirunnisa, S. (2025). JURIKO : Jurnal Ilmu Ekonomi Optimalisasi Bisnis Lewat Penggunaan Artificial Intelligence ( AI ) Dalam Perspektif Etika Islam. JURIKO: Jurnal Ilmu Ekonomi, I(2), 39–48. https://ejournal.undar.or.id/index.php/JURIKO/article/view/1255
Kazanskaia, A. N. (2025). Ethical Considerations in Arti cial Intelligence : Fairness , Transparency , and Responsible Governance. NEYA Global Journal of Non-Profit Studies. https://doi.org/10.64357/neya-gjnps-ai-mch-lr-07
L´opez, A. P. de L., Gorneanu, A. E., Ar´anega, A. Y., & Martín, L. G. (2026). Ethics , Transparency , and Consumer Trust in AI-Enabled Pricing : Implications for Sustainable Technology Entrepreneurship and Economic Policy. Sustainable Technology and Entrepreneurship, 5(September 2025). https://doi.org/10.1016/j.stae.2026.100131
Machucho, R., & Ortiz, D. (2025). The Impacts of Artificial Intelligence on Business Innovation : A Comprehensive Review of Applications , Organizational Challenges , and Ethical Considerations. Systems, 13(4), 1–34. https://doi.org/10.3390/systems13040264
Maleki, A. (2026). Rethinking ethical academic integrity ecosystems in higher education in the age of artificial intelligence. Discov Artif Intelligence, 6(145). https://doi.org/10.1007/s44163-026-00887-z
Mardiah, D., Renggani, F. P., Aripin, N. S., & Irwansyah, R. (2025). Kewirausahaan Berbasis Teknologi : Memanfaatkan AI Untuk Pertumbuhan Usaha. Karimah Tauhid, 4(7), 5086–5093. https://doi.org/10.30997/karimahtauhid.v4i7.19853
Mcgrath, Q., Hevner, A. R., & Vreede, G. De. (2024). Managing Ethical Risks of Artificial Intelligence in Business Applications. 1, 1–26. https://doi.org/10.36227/techrxiv.170905835.50964792/v1
Mostafiz, I., Gali, N., Uddin, F., Mathew, A., Hughes, M., & Simeonova, B. (2026). Generative Artificial Intelligence and Ethicality in Entrepreneurs ’ Creativity. Journal of Business Ethics. https://doi.org/10.1007/s10551-026-06301-z
Page, M. J., Mckenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., Chou, R., Glanville, J., Grimshaw, J. M., Hróbjartsson, A., Lalu, M. M., Li, T., Loder, E. W., Mayo-wilson, E., Mcdonald, S., … Moher, D. (2021). The PRISMA 2020 statement : an updated guideline for reporting systematic reviews. Syst Rev 10, 89, 1–11. https://doi.org/10.1186/s13643-021-01626-4
Parapat, J. R., Altaf, M., Sebayang, S., Salsalina, L., Silitonga, L. A., & Umar, A. T. (2025). Pengaruh dan Tantangan AI di Era Digital dalam Menumbuhkan Jiwa Kewirausahaan dan Inovasi bagi Mahasiswa Universitas Negeri Medan. JPIM: Jurnal Penelitian Ilmiah Multidisipliner, 01(05), 1081–1095. https://ojs.ruangpublikasi.com/index.php/jpim/article/view/422
Pflanzer, M., Dubljević, V., Bauer, W. A., Orcutt, D., List, G., & Singh, M. P. (2023). Embedding AI in society : ethics , policy , governance , and impacts. AI & SOCIETY, 38(4), 1267–1271. https://doi.org/10.1007/s00146-023-01704-2
Pokholkova, M., Boch, A., Hohma, E., & Lütge, C. (2025). Measuring adherence to AI ethics : a methodology for assessing adherence to ethical principles in the use case of AI ‑ enabled credit scoring application. AI and Ethics, 5(2), 1291–1313. https://doi.org/10.1007/s43681-024-00468-9
Popa, I., & Breazu, A. (2025). A new framework for the artificial intelligence entrepreneurship ecosystem. Journal of Innovation & Knowledge, 10(October). https://doi.org/10.1016/j.jik.2025.100850
Radanliev, P. (2025). AI Ethics : Integrating Transparency , Fairness , and Privacy in AI Development. Applied Artificial Intelligence, 39(1). https://doi.org/10.1080/08839514.2025.2463722
Razaqi, A. W., Loka, N. P., Alfian, M., & Yudha, H. (2024). Optimalisasi Bisnis Melalui Artificial Intelligence dengan Analisis Peluang , Tantangan dan Dampak di Berbagai Sektor. Djtechno : Jurnal Teknologi Informasi, 5(3), 727–741. https://doi.org/10.46576/djtechno
Saqib, H. M., & Amin, H. (2026). Comparative analysis of AI regulation for fintech cybersecurity and privacy in the European Union and Qatar. Discover Artificial Intelligence, 5(59). https://doi.org/10.1007/s44163-025-00736-5
Schultz, M. D., Giacomo, L., & Peter, C. (2025). Digital ethicswashing : a systematic review and a process ‑ perception ‑ outcome framework. AI and Ethics, 5(2), 805–818. https://doi.org/10.1007/s43681-024-00430-9
Shen, W., Chai, C., Chiu, T. K. F., Woon, K., Meng, H., King, I., Wong, S., & Yam, Y. (2026). Computers & Education Longitudinal relationships between student ethical considerations , behavioral intention , and perceived knowledge in artificial intelligence education. Computers & Education, 249(October 2024), 105614. https://doi.org/10.1016/j.compedu.2026.105614
Sheriefah, M., & S, S. S. (2024). Harnessing the Power of Artificial Intelligence in Entrepreneurship : Augmentation , Innovation , and Ethical Considerations. Researcher Academy Innovation Data Analysis, 1(2), 196–213. https://doi.org/10.69725/raida.v1i2.167
Singh, V., & Devi, M. M. (2025). Entrepreneurial innovation in the age of AI startups. International Journal Of Novel Research And Development, 10(10), 605–614. https://ijnrd.org/viewpaperforall.php?paper=IJNRD2510268
Song, Z., Lan, Y., & George, Y. (2026). From Human Hands to Machine Minds : Financing Driven Entrepreneurship in Reward- Based Crowdfunding. Accounting & Finance, 1–22. https://doi.org/10.1111/acfi.70207
Sonni, A. F. (2026). A critical review of AI-enhanced communication strategies in Southeast Asian startup ecosystems. Front. Hum. Dyn, 7(1697293), 1–8. https://doi.org/10.3389/fhumd.2025.1697293
Uriarte, S., Geldes, C., & Santorcuato, J. (2025). Evolution of Ethics and Entrepreneurship : Hybrid Literature Review and Theoretical Propositions. Journal of Business Ethics, 198(2), 321–343. https://doi.org/10.1007/s10551-024-05815-8
Uriarte, S., & Jorge, H. B. (2026). Artificial intelligence technologies and entrepreneurship : a hybrid literature review. Review of Managerial Science, 20, 251–299. https://doi.org/10.1007/s11846-025-00839-4
Vale, M. D. (2024). Moral Entrepreneurship and the Ethics of Artificial Intelligence in Digital Psychiatry. Socius: Sociological Research for a Dynamic World, 10, 1–11. https://doi.org/10.1177/23780231241259641
Yang, C., Lin, C., & Fan, X. (2022). Cultivation Model of Entrepreneurship From the Perspective of Artificial Intelligence Ethics. Front. Psychol, 13(June), 1–11. https://doi.org/10.3389/fpsyg.2022.885376
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Copyright (c) 2026 Nurfidah Dwitiyanti, Dewi Anjani, Yusuf Kurnia, Fauzi, Yan Everhard Riwurohi (Author)
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