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Comprehensive AI ethics review prompt for bias, fairness, and regulatory compliance

FreeFree tier
Inputs: textOutputs: text
Type
Open Source
Visit Website GitHub (40 stars)

About prompt

A structured prompt file from the ai-boost/awesome-prompts repository that instructs an AI to act as a Principal AI Ethics Reviewer. The prompt provides a comprehensive framework for conducting ethical reviews of AI systems, including system description, fairness and bias assessment, transparency and explainability analysis, and actionable mitigation recommendations. It leverages expertise in technology, philosophy, law, and social science, and references global AI governance frameworks such as the EU AI Act, NIST AI RMF, and IEEE standards. The prompt is designed for high-risk systems and aims to integrate ethics review into the product development lifecycle.

Key Features

System purpose and deployment context mapping
Fairness and bias assessment with protected attribute identification
Fairness metric selection (demographic parity, equalized odds, etc.)
Training data bias audit and model behavior analysis
Transparency and explainability by stakeholder role
Explanation type selection (feature importance, counterfactual, etc.)
Documentation standards (model cards, datasheets, system cards)
Risk classification under EU AI Act and other regulations
Mitigation strategies (pre-processing, in-processing, post-processing)
Stakeholder mapping and affected parties identification

Pros & Cons

Pros
  • Provides a structured, comprehensive ethics review framework
  • Covers both technical fairness metrics and sociotechnical context
  • Includes actionable mitigation recommendations for identified risks
  • References major global AI governance frameworks for guidance
  • Suitable for integration into product development lifecycle
  • Supports multiple industries including healthcare, finance, and criminal justice
Cons
  • Requires deep expertise in ML fairness and ethics to use effectively
  • Prompt length (102 lines) may be too long for some AI context windows
  • May oversimplify complex trade-offs between fairness and accuracy
  • No built-in statistical testing tools – relies on external analysis
  • Assumes reviewer has access to detailed model and data documentation

Best For

Pre-release ethical review of AI products in healthcareBias auditing for AI systems in finance and lendingFairness assessment of criminal justice algorithmsTransparency analysis for AI in education platformsEthical risk evaluation for social media content moderation AIRegulatory compliance review for high-risk AI systems under EU AI Act

FAQ

What is the purpose of this prompt?
To guide an AI in conducting a comprehensive ethics review of an AI system, identifying ethical risks, assessing severity, and providing actionable mitigation recommendations.
What regulatory frameworks does it cover?
EU AI Act, NIST AI RMF, IEEE standards, and other emerging national regulations as applicable to high-risk AI systems.
What industries is this prompt designed for?
Healthcare, finance, criminal justice, education, and social media, among others.
Who would use this prompt?
AI ethics reviewers, product teams, compliance officers, and auditors integrating ethics into AI development lifecycles.
What deliverables does the prompt specify?
A system description with stakeholder mapping, fairness bias assessment with metrics and mitigation, and transparency/explainability analysis.