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Ethics, Equity, Inclusion | Stanford HAI
Back to Ethics, Equity, Inclusion

All Work Published on Ethics, Equity, Inclusion

Translating Centralized AI Principles Into Localized Practice
Dylan Walsh
Jan 13, 2026
News
Pedestrians walk by a Louis Vuitton store

Scholars develop a framework in collaboration with luxury goods multinational LVMH that lays out how large companies can flexibly deploy principles on the responsible use of AI across business units worldwide.

Translating Centralized AI Principles Into Localized Practice

Dylan Walsh
Jan 13, 2026

Scholars develop a framework in collaboration with luxury goods multinational LVMH that lays out how large companies can flexibly deploy principles on the responsible use of AI across business units worldwide.

Ethics, Equity, Inclusion
Regulation, Policy, Governance
Pedestrians walk by a Louis Vuitton store
News
Using Algorithm Audits to Understand AI
Danaë Metaxa, Jeffrey Hancock
Quick ReadOct 06, 2022
Policy Brief

This brief reviews the history of algorithm auditing, describes its current state, and offers best practices for conducting algorithm audits today.

Using Algorithm Audits to Understand AI

Danaë Metaxa, Jeffrey Hancock
Quick ReadOct 06, 2022

This brief reviews the history of algorithm auditing, describes its current state, and offers best practices for conducting algorithm audits today.

Ethics, Equity, Inclusion
Privacy, Safety, Security
Policy Brief
Stanford AI Experts Predict What Will Happen in 2026
Shana Lynch
Dec 15, 2025
News

The era of AI evangelism is giving way to evaluation. Stanford faculty see a coming year defined by rigor, transparency, and a long-overdue focus on actual utility over speculative promise.

Stanford AI Experts Predict What Will Happen in 2026

Shana Lynch
Dec 15, 2025

The era of AI evangelism is giving way to evaluation. Stanford faculty see a coming year defined by rigor, transparency, and a long-overdue focus on actual utility over speculative promise.

Economy, Markets
Ethics, Equity, Inclusion
Foundation Models
Generative AI
Healthcare
Industry, Innovation
International Affairs, International Security, International Development
News
Promoting Algorithmic Fairness in Clinical Risk Prediction
Stephen R. Pfohl, Agata Foryciarz, Nigam Shah
Quick ReadSep 09, 2022
Policy Brief

This brief examines the debate on algorithmic fairness in clinical predictive algorithms and recommends paths to safer, more equitable healthcare AI.

Promoting Algorithmic Fairness in Clinical Risk Prediction

Stephen R. Pfohl, Agata Foryciarz, Nigam Shah
Quick ReadSep 09, 2022

This brief examines the debate on algorithmic fairness in clinical predictive algorithms and recommends paths to safer, more equitable healthcare AI.

Healthcare
Machine Learning
Ethics, Equity, Inclusion
Policy Brief
How Natural Disasters Exacerbate Inequity
Katharine Miller
Dec 10, 2025
News

Using AI to analyze Google Street View images of damaged buildings across 16 states, Stanford researchers found that destroyed buildings in poor areas often remained empty lots for years, while those in wealthy areas were rebuilt bigger and better than before.

How Natural Disasters Exacerbate Inequity

Katharine Miller
Dec 10, 2025

Using AI to analyze Google Street View images of damaged buildings across 16 states, Stanford researchers found that destroyed buildings in poor areas often remained empty lots for years, while those in wealthy areas were rebuilt bigger and better than before.

Computer Vision
Economy, Markets
Ethics, Equity, Inclusion
News
Stanford HAI Artificial Intelligence Bill of Rights
Michele Elam, Rob Reich
Jan 01, 2022
Response to Request

Stanford scholars respond to a federal RFI regarding public and private sector uses of biometric technologies, proposing six principles for the responsible use of biometrics and AI.

Stanford HAI Artificial Intelligence Bill of Rights

Michele Elam, Rob Reich
Jan 01, 2022

Stanford scholars respond to a federal RFI regarding public and private sector uses of biometric technologies, proposing six principles for the responsible use of biometrics and AI.

Regulation, Policy, Governance
Ethics, Equity, Inclusion
Response to Request
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