The Ethical Underpinnings of AI Regulation: A Jurisprudential Inquiry into Algorithmic Fairness and Transparency

Nurul Huda (1), Shamsul Anwar (2), Sonam Lhamo (3), Unggul Sagena (4)
(1) Universiti Brunei Darussalam (UBD), Brunei Darussalam,
(2) Brunei Institute of Leadership and Management, Brunei Darussalam,
(3) Gaeddu College of Business Studies, Bhutan,
(4) Southeast Asia Freedom pf Expression Network (SAFEnet), Indonesia

Abstract

Background. Concerns regarding algorithmic bias and opacity have prompted regulatory responses that invoke ethical principles, particularly fairness and transparency, yet their jurisprudential foundations remain insufficiently explored.


Purpose. This study aims to examine the ethical underpinnings of AI regulation through a jurisprudential inquiry into algorithmic fairness and transparency, focusing on how legal philosophy informs the normative structure of contemporary AI governance.


Method. The research employs qualitative normative legal methodology grounded in jurisprudential analysis. Primary materials include AI regulatory frameworks, ethical guidelines, and judicial reasoning.


Results. The findings show that AI regulation predominantly operationalizes fairness and transparency as procedural legal duties rather than substantive moral ideals. Ethical principles are translated into enforceable standards such as explainability, accountability, and non-discrimination, reflecting institutional and jurisprudential constraints.


Conclusion. The study concludes that AI regulation represents a juridification of ethics shaped by enduring jurisprudential traditions. The novelty of this research lies in its integration of AI regulatory analysis with legal philosophy.

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References

Ababneh, J., Alnemari, M., Attar, H., Alghamdi, H. A., Al-Shawaheen, M., Saqarat, B., Romman, L. A., & Iqtait, M. (2025). Cybersecurity Ethical Aspects (CEA). IEEE Access. Scopus. https://doi.org/10.1109/ACCESS.2025.3641180

Abdallah, M., Abdallah, Q., Abukhalil, A., & Barqawi, L. (2025). AI in Healthcare: Ethical and Regulatory Challenges. Int. Conf. New Trends Comput. Sci., ICTCS, 517–521. Scopus. https://doi.org/10.1109/ICTCS65341.2025.10989298

Anh, B. ?., Mondal, S. R., & Das, S. (2025). Coding the Climate: AI Algorithms as the New Environmental Policy. Dalam Generative AI for a Net-Zero Economy: Managing Climate Change and Bus. Innovation in the Digital Era (hlm. 217–232). Springer Science+Business Media; Scopus. https://doi.org/10.1007/978-981-96-8015-3_13

Arias Velasquez, R. (2026). Artificial Intelligence in the Justice System: A Comprehensive Analysis. Dalam R. Silhavy & P. Silhavy (Ed.), Lect. Notes Networks Syst.: Vol. 1564 LNNS (hlm. 374–384). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-032-04581-2_26

Ashraf, Z. A., & Mustafa, N. (2024). AI Standards and Regulations. Dalam Intersection of Hum. Rights and Ai in Healthc. (hlm. 325–352). IGI Global; Scopus. https://doi.org/10.4018/979-8-3693-7051-3.ch014

Black, E., Gillis, T., & Hall, Z. Y. (2024). D-hacking. ACM Conf. Fairness, Account., Transpar., FAccT, 602–615. Scopus. https://doi.org/10.1145/3630106.3658928

Chen, X., Xu, H., Yu, S., Hu, W., Zhang, Z., Wang, X., Yuan, Y., Wang, M., Chen, L., Lin, X., Hu, Y., & Cai, P. (2025). AI-Driven Transcriptome Prediction in Human Pathology: From Molecular Insights to Clinical Applications. Biology, 14(6). Scopus. https://doi.org/10.3390/biology14060651

Deng, M., Yang, R., Zheng, X., Deng, Y., & Jiang, J. (2025). Artificial intelligence in diabetes care: From predictive analytics to generative AI and implementation challenges. Frontiers in Endocrinology, 16. Scopus. https://doi.org/10.3389/fendo.2025.1620132

Durmus Senyapar, H. N. D., Çolak, I., Ayik, S., & Bayindir, R. (2025). AI-Driven Dynamic Pricing and Energy Justice: Introducing the AI-Powered Pricing Justice Index (APJI) to Address Social Inequality. IEEE Int. Conf. Smart Grid, icSmartGrid, 156–163. Scopus. https://doi.org/10.1109/ICSMARTGRID66138.2025.11071841

Franks, E., Lee, B., & Xu, H. (2024). China’s New AI Regulations. Global Privacy Law Review, 5(1), 43–49. Scopus. https://doi.org/10.54648/gplr2024007

Fundira, M., & Mbohwa, C. (2025). AI ethics in banking services: A systematic and bibliometric review of regulatory and consumer perspectives. Discover Artificial Intelligence, 5(1). Scopus. https://doi.org/10.1007/s44163-025-00432-4

Hosseini Tabaghdehi, S. A., & Ayaz, Ö. (2025). AI ethics in action: A circular model for transparency, accountability and inclusivity. Journal of Managerial Psychology. Scopus. https://doi.org/10.1108/JMP-03-2024-0177

Krsmanovic, G., & Deek, F. (2024). AI in the Learning Environment: Examination of Pedagogical, Psychological, and Ethical Implications. Dalam C. Goncalves & J. C. D. Rouco (Ed.), Proc. Int. Conf. AI Res., ICAIR (hlm. 210–217). Academic Conferences International Limited; Scopus. https://www.scopus.com/inward/record.uri?eid=2-s2.0-85215679829&partnerID=40&md5=ed66272d92a534b13f4514408a258cc9

Kumar, A., Sharma, A., Dhanka, S., Bist, Y., Maini, S., & Bhatnagar, P. (2025). Data privacy, ethics, and the role of AI in customer relationship management. Dalam Demystifying Emot. AI, Robotics AI, and Sentiment Analysis in Cust. Relatsh. Management (hlm. 283–317). IGI Global; Scopus. https://doi.org/10.4018/979-8-3373-1867-7.ch013

Kamilovska, T. Z., & Rako?evi?, M. (2025). Mandatory Initial Mediation Session: Evaluating the Effects of Compulsion in Dispute Resolution The Case of North Macedonia. Dalam Eur. Union. Neighb. Glob. World. (Vol. 20, hlm. 193–207). Springer Nature; Scopus. https://doi.org/10.1007/978-3-031-76345-8_12

Kaya, S., Kervank?ran, E., & Ak?nc?, M. F. (2024). Resolution of IP disputes in Turkey: Emerging trends of mandatory mediation and specialized courts for IP disputes. Journal of Intellectual Property Law and Practice, 19(12), 874–883. Scopus. https://doi.org/10.1093/jiplp/jpae084

Kessedjian, C., Van Aaken, A., Lie, R., Mistelis, L., & Reis, J. M. (2023). Mediation in Future Investor-State Dispute Settlement. Journal of International Dispute Settlement, 14(2), 192–212. Scopus. https://doi.org/10.1093/jnlids/idac015

Kokoeva, L. T., Garunova, N. N., Gurkina, D. A., Slepenok, Y. N., & Stepanova, L. P. (2022). Mediation as a Way to Resolve Conflicts. Dalam Adv. Sci. Tech. Inno. (hlm. 877–881). Springer Nature; Scopus. https://doi.org/10.1007/978-3-030-90324-4_143

Kolenko, E., Dostqoriev, M., & Azizov, N. (2024). Understanding the Legal Culture in Uzbekistan Through an Analysis of Business Disputes in Economic Courts. Dalam Int. Poliit. Econ. Ser.: Vol. Part F3202 (hlm. 173–196). Palgrave Macmillan; Scopus. https://doi.org/10.1007/978-3-031-55341-7_7

Konova, F., & Abdullin, A. (2024). Mediation as an effective way to settle economic disputes: Current experience and prospects for development. Revista Brasileira de Alternative Dispute Resolution, 6(11), 141–150. Scopus. https://doi.org/10.52028/rbadr.v6.i11.ART08.RU

Kriswandani, A. R., Herry, B., Rijadi, P., & Efendi, J. (2022). Integration in Copyright Regulation Enforcement A Study from Indonesia. BiLD Law Journal, 7(1), 278–287. Scopus.

Lendvai, G. F., & Gosztonyi, G. (2025). Algorithmic Bias as a Core Legal Dilemma in the Age of Artificial Intelligence: Conceptual Basis and the Current State of Regulation. Laws, 14(3). Scopus. https://doi.org/10.3390/laws14030041

Lin, X., & Losavio, M. (2026). A Comprehensive Survey on Bias and Fairness in Generative AI: Legal, Ethical, and Technical Responses. Dalam C. Chen, V. Snasel, T. Sung, & J. Pan (Ed.), Smart Innov. Syst. Technol.: Vol. 444 SIST (hlm. 249–259). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-981-96-7273-8_22

Nicole Sante Samar, L., Camila Vargas Huapaya, A., Martin Trigoso Mejía, J., Noemi Mamanchura Sánchez, E., & Adán Falconí Tupiño, H. (2025). Digital Transformation in Taxation: The Role of Artificial Intelligence and Big Data in the Modernization of Fiscal Administration, 2024. Dalam M. M. L. Petrie, J. Texier, & R. A. R. Matta (Ed.), Proc. LACCEI int. Multi-conf. Eng. Educ. Technol. (Nomor 2025). Latin American and Caribbean Consortium of Engineering Institutions; Scopus. https://doi.org/10.18687/LACCEI2025.1.1.1187

Osyodlo, G. V., Kominko, L. V., & Vovkodav, A. M. (2025). DEVELOPMENT OF THE ETHICAL CODE CONCEPT FOR USING OF ARTIFICIAL INTELLIGENCE IN MILITARY MEDICAL EDUCATION: THE UKRAINIAN MILITARY MEDICAL ACADEMY’S APPROACH. Ukrains’kij Zurnal Vijskovoi Medicini, 6(2), 14–23. Scopus. https://doi.org/10.46847/ujmm.2025.2(6)-014

R?kawek, A. (2024). EU and Its Member States: Where Does the Scepticism for the Singapore Convention on Mediation Come from? Arbitration, 90(3), 405–420. Scopus. https://doi.org/10.54648/amdm2024031

Rifa’i, A., & Ramadhansyah, D. (2024). SINGAPORE CONVENTION: SHOULD INDONESIA RATIFY IT? Indonesian Journal of International Law, 21(4), 783–812. Scopus. https://doi.org/10.17304/ijil.vol21.4.1674

Rumi, T. (2023). The EU Regulation on P2B relations: The new rules on contractual transparency and alternative dispute resolution tools. Cadernos de Dereito Actual, 2023(21), 27–48. Scopus. https://doi.org/10.5281/zenodo.8043763

Rusakova, E. P., & Frolova, E. E. (2022). Introduction of Digital Methods of Protection of Rights as a Legal Guarantee of Business Activity in the Modern World (on the Example of China). Dalam Smart Innov. Syst. Technol. (Vol. 254, hlm. 121–130). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-981-16-4621-8_10

Saxena, N., Desai, A., Yadav, A. R., Kakani, A. B., & Talwandi, N. S. (2026). Ethical AI Governance in Automated Financial Decision Systems: Balancing Predictive Accuracy with Regulatory Compliance. Dalam A. Swaroop, B. Virdee, S. D. Correia, & Z. Polkowski (Ed.), Lect. Notes Networks Syst.: Vol. 1607 LNNS (hlm. 374–385). Springer Science and Business Media Deutschland GmbH; Scopus. https://doi.org/10.1007/978-3-032-03751-0_31

Vallarino, D. (2025). Causal-GNN for ethical AI in financial services: Ensuring fairness, compliance, and transparency in automated decision-making. Artificial Intelligence and Law. Scopus. https://doi.org/10.1007/s10506-025-09485-3

Waller, M., Rodrigues, O., Lee, M. S., & Cocarascu, O. (2024). Bias Mitigation Methods: Applicability, Legality, and Recommendations for Development. Journal of Artificial Intelligence Research, 81, 1043–1078. Scopus. https://doi.org/10.1613/jair.1.16759

Wang, X., Wu, Y. C., Ji, X., & Fu, H. (2024). Algorithmic discrimination: Examining its types and regulatory measures with emphasis on US legal practices. Frontiers in Artificial Intelligence, 7. Scopus. https://doi.org/10.3389/frai.2024.1320277

Wilkie, P. Y., Namdar, K., Samsel, K., Pasricha, S. V., Jaiswal, N., Salo, Z., So, M., Panchal, S., Malhotra, A. K., Nashnoush, E., Walker, S. L., Lee, S. M., Mamdani, M., & Celi, L. A. (2025). Bridging accountability and innovation: Key findings from the Health AI Systems Thinking for Community (HASTC) workshop. Facets, 10. Scopus. https://doi.org/10.1139/facets-2025-0117

Yaseen, H., & Al-Amarneh, A. (2025). Adoption of Artificial Intelligence-Driven Fraud Detection in Banking: The Role of Trust, Transparency, and Fairness Perception in Financial Institutions in the United Arab Emirates and Qatar. Journal of Risk and Financial Management, 18(4). Scopus. https://doi.org/10.3390/jrfm18040217

Yew, R.-J., & Judge, B. (2025). Anti-Regulatory AI: How “AI Safety” is Leveraged Against Regulatory Oversight. EAAMO, Proc. ACM Conf. Equity Access Algorithms, Mech., Optim., 16–27. Scopus. https://doi.org/10.1145/3757887.3763017

Authors

Nurul Huda
nurulhuda@gmail.com (Primary Contact)
Shamsul Anwar
Sonam Lhamo
Unggul Sagena
Huda, N., Anwar, S., Lhamo, S., & Sagena, U. (2025). The Ethical Underpinnings of AI Regulation: A Jurisprudential Inquiry into Algorithmic Fairness and Transparency. Rechtsnormen: Journal of Law, 3(6), 299–307. https://doi.org/10.70177/rjl.v3i6.3015

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