Stanford
University
  • Stanford Home
  • Maps & Directions
  • Search Stanford
  • Emergency Info
  • Terms of Use
  • Privacy
  • Copyright
  • Trademarks
  • Non-Discrimination
  • Accessibility
© Stanford University.  Stanford, California 94305.
Ethics, Equity, Inclusion | Stanford HAI
Skip to content
  • About

    • About
    • People
    • Get Involved with HAI
    • Support HAI
    • Subscribe to Email
  • Research

    • Research
    • Fellowship Programs
    • Grants
    • Student Affinity Groups
    • Centers & Labs
    • Research Publications
    • Research Partners
  • Education

    • Education
    • Executive and Professional Education
    • Government and Policymakers
    • K-12
    • Stanford Students
  • Policy

    • Policy
    • Policy Publications
    • Policymaker Education
    • Student Opportunities
  • AI Index

    • AI Index
    • AI Index Report
    • Global Vibrancy Tool
    • People
  • News
  • Events
  • Industry
  • Centers & Labs
Navigate
  • About
  • Events
  • Careers
  • Search
Participate
  • Get Involved
  • Support HAI
  • Contact Us

Stay Up To Date

Get the latest news, advances in research, policy work, and education program updates from HAI in your inbox weekly.

Sign Up For Latest News

Ethics, Equity, Inclusion

How can AI be designed to ensure fairness, transparency, and inclusivity?

Dan Iancu & Antonio Skillicorn | Interpretable Machine Learning and Mixed Datasets for Predicting Child Labor in Ghana’s Cocoa Sector
SeminarMar 18, 202612:00 PM - 1:15 PM
March
18
2026

Child labor remains prevalent in Ghana’s cocoa sector and is associated with adverse educational and health outcomes for children.

Seminar

Dan Iancu & Antonio Skillicorn | Interpretable Machine Learning and Mixed Datasets for Predicting Child Labor in Ghana’s Cocoa Sector

Mar 18, 202612:00 PM - 1:15 PM

Child labor remains prevalent in Ghana’s cocoa sector and is associated with adverse educational and health outcomes for children.

America's 250 Greatest Innovators: Celebrating The American Dream
Forbes
Feb 11, 2026
Media Mention

HAI Co-Director Fei-Fei Li named one of America's top 250 greatest innovators, alongside fellow Stanford affiliates Rodney Brooks, Carolyn Bertozzi, Daphne Koller, and Andrew Ng.

Media Mention
Your browser does not support the video tag.

America's 250 Greatest Innovators: Celebrating The American Dream

Forbes
Computer VisionGenerative AIFoundation ModelsEnergy, EnvironmentEthics, Equity, InclusionFeb 11

HAI Co-Director Fei-Fei Li named one of America's top 250 greatest innovators, alongside fellow Stanford affiliates Rodney Brooks, Carolyn Bertozzi, Daphne Koller, and Andrew Ng.

How Can AI Support Language Digitization and Digital Inclusion?
Juan Pava, Thomas S. Mullaney, Caroline Meinhardt, Audrey Gao, Diyi Yang
Deep DiveFeb 26, 2026
White Paper

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.

White Paper

How Can AI Support Language Digitization and Digital Inclusion?

Juan Pava, Thomas S. Mullaney, Caroline Meinhardt, Audrey Gao, Diyi Yang
Ethics, Equity, InclusionInternational Affairs, International Security, International DevelopmentNatural Language ProcessingDeep DiveFeb 26

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.

Meg Cychosz
Person
Person

Meg Cychosz

Ethics, Equity, InclusionCommunications, MediaHuman ReasoningMachine LearningSciences (Social, Health, Biological, Physical)Oct 14
AI For Good: What Does It Mean Today?
Forbes
Jan 23, 2026
Media Mention

HAI Co-Director James Landay urges people to think about what "AI for good" means today. He argues, "we need to move beyond just thinking about the user. We’ve got to think about broader communities who are impacted by AI systems if we actually want them to be good.”

Media Mention
Your browser does not support the video tag.

AI For Good: What Does It Mean Today?

Forbes
Ethics, Equity, InclusionJan 23

HAI Co-Director James Landay urges people to think about what "AI for good" means today. He argues, "we need to move beyond just thinking about the user. We’ve got to think about broader communities who are impacted by AI systems if we actually want them to be good.”

Moving Beyond the Term "Global South" in AI Ethics and Policy
Evani Radiya-Dixit, Angèle Christin
Quick ReadNov 19, 2025
Issue Brief

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.

Issue Brief

Moving Beyond the Term "Global South" in AI Ethics and Policy

Evani Radiya-Dixit, Angèle Christin
Ethics, Equity, InclusionInternational Affairs, International Security, International DevelopmentQuick ReadNov 19

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

AI Leaders Discuss How To Foster Responsible Innovation At TIME100 Roundtable In Davos
TIME
Jan 21, 2026
Media Mention

HAI Senior Fellow Yejin Choi discussed responsible AI model training at Davos, asking, “What if there could be an alternative form of intelligence that really learns … morals, human values from the get-go, as opposed to just training LLMs on the entirety of the internet, which actually includes the worst part of humanity, and then we then try to patch things up by doing ‘alignment’?” 

AI Leaders Discuss How To Foster Responsible Innovation At TIME100 Roundtable In Davos

TIME
Jan 21, 2026

HAI Senior Fellow Yejin Choi discussed responsible AI model training at Davos, asking, “What if there could be an alternative form of intelligence that really learns … morals, human values from the get-go, as opposed to just training LLMs on the entirety of the internet, which actually includes the worst part of humanity, and then we then try to patch things up by doing ‘alignment’?” 

Ethics, Equity, Inclusion
Generative AI
Machine Learning
Natural Language Processing
Media Mention
Increasing Fairness in Medicare Payment Algorithms
Marissa Reitsma, Thomas G. McGuire, Sherri Rose
Quick ReadSep 01, 2025
Policy Brief

This brief introduces two algorithms that can promote fairer Medicare Advantage spending for minority populations.

Increasing Fairness in Medicare Payment Algorithms

Marissa Reitsma, Thomas G. McGuire, Sherri Rose
Quick ReadSep 01, 2025

This brief introduces two algorithms that can promote fairer Medicare Advantage spending for minority populations.

Ethics, Equity, Inclusion
Healthcare
Policy Brief
Marissa Reitsma
Assistant Professor of Health Policy
Person

Marissa Reitsma

Assistant Professor of Health Policy
Sciences (Social, Health, Biological, Physical)
Ethics, Equity, Inclusion
Person
Stanford’s Yejin Choi & Axios’ Ina Fried
Axios
Jan 19, 2026
Media Mention

Axios chief technology correspondent Ina Fried speaks to HAI Senior Fellow Yejin Choi at Axios House in Davos during the World Economic Forum.

Stanford’s Yejin Choi & Axios’ Ina Fried

Axios
Jan 19, 2026

Axios chief technology correspondent Ina Fried speaks to HAI Senior Fellow Yejin Choi at Axios House in Davos during the World Economic Forum.

Energy, Environment
Machine Learning
Generative AI
Ethics, Equity, Inclusion
Media Mention
Mind the (Language) Gap: Mapping the Challenges of LLM Development in Low-Resource Language Contexts
Juan Pava, Caroline Meinhardt, Haifa Badi Uz Zaman, Toni Friedman, Sang T. Truong, Daniel Zhang, Elena Cryst, Vukosi Marivate, Sanmi Koyejo
Deep DiveApr 22, 2025
White Paper

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

Juan Pava, Caroline Meinhardt, Haifa Badi Uz Zaman, Toni Friedman, Sang T. Truong, Daniel Zhang, Elena Cryst, Vukosi Marivate, Sanmi Koyejo
Deep DiveApr 22, 2025

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.

International Affairs, International Security, International Development
Natural Language Processing
Ethics, Equity, Inclusion
White Paper
Musk's Grok AI Faces More Scrutiny After Generating Sexual Deepfake Images
PBS NewsHour
Jan 16, 2026
Media Mention

Elon Musk was forced to put restrictions on X and its AI chatbot, Grok, after its image generator sparked outrage around the world. Grok created non-consensual sexualized images, prompting some countries to ban the bot. Liz Landers discussed Grok's troubles with Riana Pfefferkorn of the Stanford Institute for Human-Centered Artificial Intelligence.

Musk's Grok AI Faces More Scrutiny After Generating Sexual Deepfake Images

PBS NewsHour
Jan 16, 2026

Elon Musk was forced to put restrictions on X and its AI chatbot, Grok, after its image generator sparked outrage around the world. Grok created non-consensual sexualized images, prompting some countries to ban the bot. Liz Landers discussed Grok's troubles with Riana Pfefferkorn of the Stanford Institute for Human-Centered Artificial Intelligence.

Privacy, Safety, Security
Regulation, Policy, Governance
Ethics, Equity, Inclusion
Media Mention
1
2
3
4
5