Ethics, Equity, Inclusion
How can AI be designed to ensure fairness, transparency, and inclusivity?
Stanford students across disciplines are teaming up to tackle society’s pressing questions in the age of AI.
Stanford students across disciplines are teaming up to tackle society’s pressing questions in the age of AI.
How Can AI Support Language Digitization and Digital Inclusion?
This white paper analyzes the varying ways AI tools can advance language digitization work, and provides recommendations for responsibly realizing the potential of AI in supporting the digital inclusion of digitally disadvantaged languages.
This white paper analyzes the varying ways AI tools can advance language digitization work, and provides recommendations for responsibly realizing the potential of AI in supporting the digital inclusion of digitally disadvantaged languages.
AI Hiring Tools Can Yield Racial Bias and Systemic Rejection
The first large-scale study of hiring algorithms in the wild finds concerning patterns to how systems reject candidates.
The first large-scale study of hiring algorithms in the wild finds concerning patterns to how systems reject candidates.
Moving Beyond the Term "Global South" in AI Ethics and Policy
This brief examines the limitations of the term "Global South" in AI ethics and policy, and highlights the importance of grounding such work in specific regions and power structures.
This brief examines the limitations of the term "Global South" in AI ethics and policy, and highlights the importance of grounding such work in specific regions and power structures.
All Work Published on Ethics, Equity, Inclusion
"Stanford University on Monday released its annual AI Index Report, showing AI experts and the U.S. public have drastically different views on AI’s societal impact, while nervousness on AI products increased slightly."
"Stanford University on Monday released its annual AI Index Report, showing AI experts and the U.S. public have drastically different views on AI’s societal impact, while nervousness on AI products increased slightly."
Increasing Fairness in Medicare Payment Algorithms
This brief introduces two algorithms that can promote fairer Medicare Advantage spending for minority populations.
This brief introduces two algorithms that can promote fairer Medicare Advantage spending for minority populations.
Sha Sajadieh, AI Index Lead, comments on HAI's 2026 AI Index findings.
Sha Sajadieh, AI Index Lead, comments on HAI's 2026 AI Index findings.
Mind the (Language) Gap: Mapping the Challenges of LLM Development in Low-Resource Language Contexts
This white paper maps the LLM development landscape for low-resource languages, highlighting challenges, trade-offs, and strategies to increase investment; prioritize cross-disciplinary, community-driven development; and ensure fair data ownership.
Mind the (Language) Gap: Mapping the Challenges of LLM Development in Low-Resource Language Contexts
This white paper maps the LLM development landscape for low-resource languages, highlighting challenges, trade-offs, and strategies to increase investment; prioritize cross-disciplinary, community-driven development; and ensure fair data ownership.
The annual report reveals a field hitting breakthrough capabilities while raising urgent questions about environmental costs, transparency, and who benefits from the technology.
The annual report reveals a field hitting breakthrough capabilities while raising urgent questions about environmental costs, transparency, and who benefits from the technology.
Stanford scholars respond to a federal RFI related to research ethics, sharing lessons from their experience operating an ethical reflection process for research grants.
Stanford scholars respond to a federal RFI related to research ethics, sharing lessons from their experience operating an ethical reflection process for research grants.
