Book Series Guide
Cathy O'Neil

Author guide

Cathy O'Neil Books in Order

Cathy O'Neil is an American mathematician, data scientist, and author. She earned a PhD in mathematics from Harvard, taught mathematics at Barnard College, and later worked in finance and technology. Her books examine data science, algorithmic decision-making, inequality, discrimination, and the social consequences of mathematical models. She founded O'Neil Risk Consulting & Algorithmic Auditing (ORCAA) and wrote the blog Mathbabe.

nonfictiondata sciencetechnology criticismsocial criticism

Catalog record updated .

Cathy O'Neil's Newest Book

Cover of The Shame Machine: Who Profits in the New Age of Humiliation

The Shame Machine: Who Profits in the New Age of Humiliation

nonfiction · First published 2022

NEW YORK TIMES EDITORS’ CHOICE • A clear-eyed warning about the increasingly destructive influence of America’s “shame industrial complex” in the age of social media and hyperpartisan politics—from the New York Times bestselling author of Weapons of Math Destruction “O’Neil reminds us that we must resist the urge to judge, belittle, and oversimplify, and instead allow always for complexity and lead always with empathy.”—Dave Eggers, author of The Every Shame is a powerful and sometimes useful tool: When we publicly shame corrupt politicians, abusive celebrities, or predatory corporations, we reinforce values of fairness and justice. But as Cathy O’Neil argues in this revelatory book, shaming has taken a new and dangerous turn. It is increasingly being weaponized—used as a way to shift responsibility for social problems from institutions to individuals. Shaming children for not being able to afford school lunches or adults for not being able to find work lets us off the hook as a society. After all, why pay higher taxes to fund programs for people who are fundamentally unworthy? O’Neil explores the machinery behind all this shame, showing how governments, corporations, and the healthcare system capitalize on it. There are damning stories of rehab clinics, reentry programs, drug and diet companies, and social media platforms—all of which profit from “punching down” on the vulnerable. Woven throughout The Shame Machine is the story of O’Neil’s own struggle with body image and her recent weight-loss surgery, which awakened her to the systematic shaming of fat people seeking medical care. With clarity and nuance, O’Neil dissects the relationship between shame and power. Whom does the system serve? Is it counter-productive to call out racists, misogynists, and vaccine skeptics? If so, when should someone be “canceled”? How do current incentive structures perpetuate the shaming cycle? And, most important, how can we all fight back?

Not sure where to begin?

Start with one of these

Cover of Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy

Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy

Best introduction to O'Neil's central critique of opaque algorithms and their social effects.

Cover of Doing Data Science: Straight Talk from the Frontline

Doing Data Science: Straight Talk from the Frontline

Recommended starting point for readers seeking her practical introduction to data science.

Outside the series

Bibliography by category

Novels (3)
  1. Doing Data Science: Straight Talk from the Frontline

    nonfiction · 2013

    Now that people are aware that data can make the difference in an election or a business model, data science as an occupation is gaining ground. But how can you get started working in a wide-ranging, interdisciplinary field that’s so…

  2. Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy

    nonfiction · 2016

    <strong>A former Wall Street quant sounds an alarm on the mathematical models that pervade modern life — and threaten to rip apart our social fabric</strong> We live in the age of the algorithm. Increasingly, the decisions that affect our…

  3. The Shame Machine: Who Profits in the New Age of Humiliation

    nonfiction · 2022

    NEW YORK TIMES EDITORS’ CHOICE • A clear-eyed warning about the increasingly destructive influence of America’s “shame industrial complex” in the age of social media and hyperpartisan politics—from the New York Times bestselling author of…

Essays and speeches (1)
  1. On Being a Data Skeptic

    essay · 2013