Run a Bias Audit

Your mission

Audit an AI system (or a realistic scenario) for bias, document what you find, and recommend fixes.

🎒What you'll need

• ▸A computer with internet
• ▸An AI tool or a described scenario to audit
• ▸A document for your findings

🧭Your step-by-step plan

1. 1

   Choose a target

   Pick an AI system or scenario — image generation, a recommendation feed, a hiring tool.

2. 2

   Test for patterns

   Try varied inputs and record whether some groups are treated differently.

3. 3

   Document the bias

   Write up what you found, with specific examples.

4. 4

   Recommend fixes

   Suggest how the bias could be reduced — better data, audits, human review.

✨Make it yours

• ★Trace where the bias most likely came from.
• ★Propose how you would test that a fix actually worked.

✅How you'll know you succeeded

• ✓The audit uses specific, recorded tests.
• ✓Findings are backed by examples.
• ✓Concrete fixes are recommended.