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Applications, Risk & Governance

Bias

Systematic unfairness in AI outputs, usually inherited from skewed or unrepresentative training data.

Why it matters for your business

Can create legal and reputational risk in hiring, lending, or pricing. Review AI-assisted decisions that affect people.

In practice

If past hiring data favored one group, an AI trained on it can quietly repeat that bias.