2025. Fairness-Driven Model Auditing: Eliminating Socio-Algorithmic Bias in Large-Scale AI Deployments. Journal of Responsible AI & Ethics Online ISSN: 3117-6402 | Print ISSN: 3117-6410. 2, 04 (Nov. 2025), 26–36.