A forward-thinking expert on the digital future and the possibilities new technology presents to reshape society and the ways businesses operate, Melanie Subin is a leading futurist who provides strategic foresight, insights development, corporate innovation and transformation strategies, and strategic management and design processes that help to position organizations in every industry for sustainable success. Subin currently serves as the managing director for the Future Today Institute, a foresight and strategy firm founded by world-renowned futurist Amy Webb that leverages research, signals, and trends to help businesses reduce uncertainty and prepare for plausible futures. Throughout her career, she has assessed the impact of major external forces, such as climate change, increased technological sophistication, changing consumer and business preferences, and rising connectivity on the risks and opportunities facing small, medium, and large businesses across the globe.

Rayid Ghani is a Distinguished Career Professor in the Machine Learning Department and the Heinz College of Information Systems and Public Policy at Carnegie Mellon University. Rayid is a reformed computer scientist and wanna-be social scientist, but mostly just wants to increase the use of large-scale AI/Machine Learning/Data Science in solving large public policy and social challenges in a fair and equitable manner. Among other areas, Rayid works with governments and non-profits in policy areas such as health, criminal justice, education, public safety, economic development, and urban infrastructure. Rayid is also passionate about teaching practical data science and started the Data Science for Social Good Fellowship that trains computer scientists, statisticians, and social scientists from around the world to work on data science problems with social impact.