Facilitating Bias Detection and Mitigation

By making algorithms transparent, organizations can expose which features influence recruitment decisions. This visibility enables auditors to detect if any protected attributes (directly or indirectly) are causing unfair treatment. Continuous auditing ensures this detection is ongoing as data or model updates occur, allowing timely intervention and adjustment to maintain fairness over time.