“The Impact of Structured Validation and Audit Frameworks on the Fairness and Efficiency of AI-Driven Hiring Systems”. International Journal of Research and Applied Innovations, vol. 8, no. 6, Dec. 2025, pp. 13015-26, https://doi.org/10.15662/IJRAI.2025.0806023.