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Disparate Impact

Disparate impact occurs when a neutral policy or practice produces significantly different outcomes for protected groups, even without intentional discrimination. In AI governance, disparate impact is critical because algorithmic systems can perpetuate or amplify bias in hiring, lending, and other high-stakes decisions, creating legal liability under civil rights laws. Organizations must monitor their AI models for disparate impact across demographic groups and implement mitigation strategies to ensure fair treatment and regulatory compliance.

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