Introduction Part I: Algorithmic Harm in Consumer Markets Chapter 1: Algorithmic Price Discrimination Chapter 2: Algorithmic Price Discrimination: Extensions Chapter 3: Algorithmic Targeting Chapter 4: Algorithmically-Enhanced Misperceptions Chapter 5: Algorithmic Coordination Chapter 6: Race and Sex Discrimination Chapter 7: Consumer-Side Algorithms Part II: Policy and Law Chapter 8: Regulating Preconditions for Algorithmic Harm Chapter 9: The Right to Algorithmic Transparency Chapter 10: Ex Post Policing and Ex Ante Regulation Chapter 11: Applying the Reforms to the Different Harm Categories Part III: Beyond Consumer Markets Chapter 12: Labor Markets Chapter 13: Political Markets Conclusion Bibliography

Oren Bar-Gill is currently William J. Friedman and Alicia Townsend Friedman Professor of Law and Economics, Harvard Law School. His scholarship focuses on the law and economics of contracts and contracting. Bar-Gill joined Harvard Law School in July 2014 from New York University School of Law, where he was the Evelyn and Harold Meltzer Professor of Law and Economics. He holds a B.A. (economics), LL.B., M.A. (law & economics) and Ph.D. (economics) from Tel-Aviv University, as well as an LL.M. and S.J.D. from Harvard Law School. Bar-Gill is the recipient of the American Law Institute's Young Scholars Medal (in 2011), and of the American Law and Economics Review's Best Paper Prize (2017). He served (together with Omri Ben-Shahar and Florencia Marotta-Wurgler) as Reporter for the Restatement of the Law, Consumer Contracts Bar-Gill also served as Editor-in-Chief of the Journal of Legal Analysis Cass R. Sunstein is currently the Robert Walmsley University Professor at Harvard University. He is the founder and director of the Program on Behavioral Economics and Public Policy at Harvard Law School. In 2018, he received the Holberg Prize from the government of Norway, sometimes described as the equivalent of the Nobel Prize for law and the humanities. In 2020, the World Health Organization appointed him as Chair of its technical advisory group on Behavioural Insights and Sciences for Health. From 2009 to 2012, he was Administrator of the White House Office of Information and Regulatory Affairs, and after that, he served on the President's Review Board on Intelligence and Communications Technologies and on the Pentagon's Defense Innovation Board. He has testified before congressional committees on many subjects, and he has advised officials at the United Nations, the European Commission, the World Bank, and many nations on issues of law and public policy. He serves as an adviser to the Behavioural Insights Team in the United Kingdom.

Selling point: An exciting and comprehensive account of the promise and threat of algorithms and AI in consumer and labor markets Selling point: Indepth assessment of the benefits and harms that algorithms pose to consumers, investors, and workers Selling point: Consideration of policy and regulatory responses to reduce risks consumers face currently and in the future