Transparency facilitates a deeper understanding of model decision paths, enabling developers to fine-tune processes with fairness as a priority. Continuous auditing provides ongoing feedback on model behavior in real-world settings, highlighting areas where fairness may degrade due to changing applicant pools or conditions. This iterative process improves robustness and adaptability.
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