AI for Good

Inclusive AI Resources

A non-exhaustive (& continuously growing!) list of insightful reads on AI’s impact on society.


Slides: For Better or Worse, Richer or Poorer: The Future of Tech for Good


Nonnecke, B., Gummi, M., Crittenden, C., Lindeman, D., & Gillette, D. (Sept. 2018). Putting AI to Work: Technology and Policy for Enabling the Workforce of the Future. CITRIS and the Banatao Institute.

Nonnecke, B. (Sept. 2017). Artificial intelligence can make our societies more equal. Here’s how. World Economic Forum.

Nonnecke, B., Prabhakar, T., Brown, C., & Crittenden, C. (July 2017). Inclusive AI: Technology and Policy for a Diverse Urban Future. CITRIS and the Banatao Institute.

Nonnecke, B., Bruch, M., & Crittenden, C. (June 2016). IoT & Sustainability: Practice, Policy, and Promise. CITRIS and the Banatao Institute.


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Organizations paving the way for AI for Good

AI Now at NYU

Future of Life Institute

Partnership on AI

At UC Berkeley

Algorithms in Culture at the Center for Science, Technology, Medicine & Society

Algorithmic Fairness and Opacity Group (AFOG) in the School of Information

Berkeley Artificial Intelligence and Research (BAIR)

Center for Human-Compatible AI

CITRIS and the Banatao Institute

CITRIS Policy Lab

Center for Technology, Society and Policy