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Learn and apply

Public-service context

Apply the guidance

Knowledge check

Your practical takeaway

Public-service scenario: Decision checkpoint

Government and nonprofit guidance: Historical data, missing groups, labels, proxies and deployment conditions can create disparate outcomes. Apply Merit, Access and Equity review before and after use.

Applied AI guidance for government and nonprofit organizations. No prior technical background required.

7. How Bias Gets In

<div class="simple-box-wrapper"> <div class="simple-box"> <div class="column"> <h3>Description</h3> <div class="ck-horizontal-line"><hr></div> <p>I'm a paragraph. Click to start writing that will inform, inspire, or encourage your community. We know you have so many things to share with the world. Happy editing!</p> </div> </div> </div>