Environmental Scan
How do we measure the evolution of commitment and progress on the implementation of responsible AI principles and practice?
- ACLU | Algorithmic Equity Toolkit
Algorithmic and Automated decision-making Accountability and Impact Assessments
- Doteveryone | Ada Lovelace Consequence Scanning
Algorithmic and Automated decision-making Accountability and Impact Assessments
- Canada | Canadian Algorithmic Impact Assessment
Algorithmic and Automated decision-making Accountability and Impact Assessments
- IEEE | Ethics Certification Program for Autonomous and Intelligent Systems
Algorithmic and Automated decision-making Accountability and Impact Assessments
- Open Government Partnership | Algorithmic Accountability for the Public Sector
Algorithmic and Automated decision-making Accountability and Impact Assessments
- Netherlands | Amsterdam Algorithm Register
Algorithmic and Automated decision-making Accountability and Impact Assessments
- AIID | Artificial Intelligence Incident Database
Algorithmic and Automated decision-making Accountability and Impact Assessments
- European Commission | The Assessment List on Trustworthy AI
Algorithmic and Automated decision-making Accountability and Impact Assessments
- ALI | Ada Lovelace Institute
Algorithmic and Automated decision-making Accountability and Impact Assessments
- The Information Accountability Foundation | AI Impact Assessment
Algorithmic and Automated decision-making Accountability and Impact Assessments
- European Parliament | Governance Framework for Algorithmic Accountability and Transparency
Algorithmic and Automated decision-making Accountability and Impact Assessments
- NYU | AI Now Institute
Algorithmic and Automated decision-making Accountability and Impact Assessments
- Alan Turing Institute | Understanding AI Ethics and Safety
Responsible AI & ML
- Microsoft | Responsible AI Toolbox
Responsible AI & ML
- PWC | Responsible AI Framework & Toolkit
Responsible AI & ML
- TensorFlow | Responsible AI Toolkit
Responsible AI & ML
- AI4People | AI4People's Ethical Framework for a Good AI Society: Opportunities, Risks, Principles, and Recommendations
Responsible AI & ML
- Personal Data Protection Commission Singapore | Model AI Governance Framework
Responsible AI & ML
- Microsoft | Interpret ML
Responsible AI & ML
- Responsible AI Institute Certification
Responsible AI & ML
- United Nations Interregional Crime and Justice Research Institute (UNICRI)
Responsible AI & ML
- World Economic Forum | AI Procurement in a Box
Responsible AI & ML
- Institute for Ethical AI & Machine Learning | AI-RFX Procurement Framework
Responsible AI & ML
- Artificial Intelligence (AI) Ethics for Nonprofits Toolkit
Ethics Assessments and Readiness
- AI Ethics Impact Group
Ethics Assessments and Readiness
- AI Ethics Lab Toolbox
Ethics Assessments and Readiness
- Machine Intelligence Garage / Digital Catapult | Ethics Framework
Ethics Assessments and Readiness
- Data Ethics | Data Ethics Readiness Test
Ethics Assessments and Readiness
- Design Ethically Framework and Toolkits
Ethics Assessments and Readiness
- Inter-American Development Bank
Ethics Assessments and Readiness
- Ethical AI Advisory
Ethics Assessments and Readiness
- Ethics Kit – Design Better
Ethics Assessments and Readiness
- Omidyar Network | Ethical Operating System Toolkit
Ethics Assessments and Readiness
- Ethics & Algorithms Toolkit
Ethics Assessments and Readiness
- The Information Accountability Foundation | Ethical Data Impact Assessments and Oversight Models
Ethics Assessments and Readiness
- World Economic Forum Empowering AI Leadership
Ethics Assessments and Readiness
- AISP Toolkit | Centering Racial Equity Throughout Data Integration
Inclusive Design and Diversity
- Amazon Conditional Demographic Disparity
Inclusive Design and Diversity
- Microsoft | Inclusive Design
Inclusive Design and Diversity
- USC Diversity Toolkit
Inclusive Design and Diversity
- Alan Turing | Project ExplAIn
Transparency, Explainability & Interpretability
- European Parliament | Governance Framework for Algorithmic Accountability and Transparency
Transparency, Explainability & Interpretability
- Human-Centered Artificial Intelligence (HCAI) Framework
Transparency, Explainability & Interpretability
- Google Model Cards
Transparency, Explainability & Interpretability
- IBM AI Explainability 360
Transparency, Explainability & Interpretability
- IEEE Ethics Certification Program for Autonomous and Intelligent Systems
Transparency, Explainability & Interpretability
- Lime (Github)
Transparency, Explainability & Interpretability
- Know Your Data
Transparency, Explainability & Interpretability
- Data Ethics | Digital Self-Defence
Human Rights
- Human Rights, Ethical and Social Impact Assessment
Human Rights
- Humanitarian Data Science and Ethics Group | Framework for the Ethical Use of Advanced Data Science Methods in the Humanitarian Sector
Human Rights
- SIENNA (Stakeholder-Informed Ethics for New Technologies with High Socio-economic and Human Rights Impact)
Human Rights
- The Danish Institute for Human Rights
Human Rights
- Women at the Table | AI & Equality Human Rights
Gender
- World Wide Web | Open Questions About Gender Inclusion
Gender
- Aequitas
Fairness & Bias
- Audit AI
Fairness & Bias
- Australian Human Rights Commission
Fairness & Bias
- Black Box Auditing and Certifying and Removing Disparate Impact
Fairness & Bias
- Fairlearn
Fairness & Bias
- Google PAIR
Fairness & Bias
- IndiaAI | Mitigating Bias in AI
Fairness & Bias
- LinkedIn Fairness Toolkit
Fairness & Bias
- Microsoft | AI Fairness Checklist
Fairness & Bias
- TensorFlow
Fairness & Bias
- Digital Civil Society Lab | Digital Impact Toolkit
Privacy, Data Ethics and Protection
- Data Ethics | Digital Self-Defence
Privacy, Data Ethics and Protection
- Know Your Data
Privacy, Data Ethics and Protection
- GIZ / Data Security Council of India
Privacy, Data Ethics and Protection
- United Nations Global Pulse | Building Ethics into Privacy Frameworks for Big Data and AI
Privacy, Data Ethics and Protection
- Google Tensorflow | Privacy in Machine Learning
Privacy, Data Ethics and Protection
- Open Data Institute | Data Ethics Canvas
Privacy, Data Ethics and Protection
- Presido (Github) | Anonymizer for Text and Images
Privacy, Data Ethics and Protection
- United Kingdom | Data Ethics Framework
Privacy, Data Ethics and Protection
- Adversarial ML Threat Matrix
Security
- Adversarial Robustness Toolbox (ART)
Security
- Artificial Intelligence Incident Database
Security
- Counterfit
Security
- Code Carbon
Environmental Impact and Sustainability
- USAID | Managing ML Projects in International Development
Environmental Impact and Sustainability
- Carbon Emissions and Large Neural Network Training
Environmental Impact and Sustainability
- Experiment-Impact-Tracker
Environmental Impact and Sustainability
- ML C0₂ Impact
Environmental Impact and Sustainability
- Nethope Digital Skills Framework
Digital Literacy and Participation
- Microsoft | Judgment Call / Community Jury
Digital Literacy and Participation
- Berkman Klein Centre | Digital Citizenship+ (Plus) Resource Platform
Digital Literacy and Participation
- Stanford | AI Index
AI Indexes
- Government AI Readiness Index
AI Indexes
- Global Data Barometer
AI Indexes
- The Global AI Index
AI Indexes
- AI Global Surveillance Index
AI Indexes
- ICT Development Index
AI Indexes
- Global Innovation Index
AI Indexes
- Global Competitiveness Index
AI Indexes
- Digital Rights Corporate Accountability Index
AI Indexes
- Artificial Intelligence and Democratic Values Index
AI Indexes