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Why AI Governance Cannot Be Gender-Blind

Global Policy Journal · · International · AI Governance

A piece in Global Policy Journal argues that AI governance frameworks must account for gender, suggesting that policies designed without this lens risk embedding or amplifying existing inequalities into automated systems.

Why this matters: AI systems are trained on data that reflects the world as it already is, including its biases. If governance frameworks treat all users as interchangeable, they tend to lock in the disadvantages women and gender minorities already face. That is not a theoretical problem. It shows up in hiring tools, credit decisions, health diagnostics, and content moderation. Neutral-sounding rules are not actually neutral if the systems they govern were never neutral to begin with. Who gets counted in the design process determines who gets protected by it.

Who should care: AI governance · Lawyers · Administrators · General readers · Policy

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