AI Risks & Ethics Assessment Tool - EvalCommunity Academy

📌 Purpose: This tool helps you identify potential risks in your AI-enabled M&E projects and provides actionable recommendations for ethical governance, data privacy, and bias mitigation.

⚖️ AI Bias & Fairness

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How diverse and representative is your training data?

Limited diversity; primarily from one demographic or region High Risk Moderate diversity; some representation but gaps exist Medium Risk Highly diverse; inclusive of multiple demographics and regions Low Risk

Do you conduct regular bias testing and audits on your AI models?

No, we don't conduct bias audits High Risk Occasionally, when issues are reported Medium Risk Yes, regular scheduled audits with documented findings Low Risk

Do you involve diverse stakeholders in AI tool design and testing?

No, design is done internally by technical team only High Risk Some stakeholder consultation after initial design Medium Risk Yes, co-creation with frontline workers and communities Low Risk

🛡️ Risk Mitigation Practices

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Do you conduct algorithm audits to detect model drift or degradation?

No audits; models run unchanged after deployment High Risk Occasional audits when problems arise Medium Risk Regular scheduled audits with performance monitoring Low Risk

How do you handle sensitive inferences generated by AI (e.g., mental health, vulnerability)?

No special protocols; treated like other data High Risk Some protections but not comprehensive Medium Risk Strict protocols with enhanced security and limited access Low Risk

Do you document AI decision-making processes for accountability?

No documentation; decision logic is unclear High Risk Basic documentation; some gaps in explanation Medium Risk Comprehensive documentation with audit trails Low Risk

⚠️ AI Risks & Ethics Assessment Tool for M&E

⚖️ AI Bias & Fairness

🔒 Data Privacy & Security

👥 Ethical Governance & Oversight

🛡️ Risk Mitigation Practices

📊 Your AI Risk Assessment Results

Medium Risk

⚖️ Bias & Fairness

🔒 Data Privacy

👥 Governance

🛡️ Risk Mitigation

🎯 Priority Recommendations

✅ Immediate Action Checklist

📚 Resources for Improvement

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