Fans pick 100 books like Data Feminism

By Catherine D'Ignazio, Lauren F. Klein,

Here are 100 books that Data Feminism fans have personally recommended if you like Data Feminism. Shepherd is a community of 12,000+ authors and super readers sharing their favorite books with the world.

When you buy books, we may earn a commission that helps keep our lights on (or join the rebellion as a member).

Book cover of Superior: The Return of Race Science

Alan H. Goodman Author Of Racism, Not Race: Answers to Frequently Asked Questions

From my list on what race is (and is not).

Why am I passionate about this?

Studying anthropology and biology in the 1970s, I was in the perfect position to understand why race was not genetic. From that time on, I wanted everyone to know what race was and was not. But here we a half century later and most individuals in the US – and the world still believe that race is a valid way to divide individuals into biological groups, and worse, that race, rather than racism, explains differences in life circumstances. As a professor and president of the American Anthropological Association I have taught courses and helped with documentaries, museum exhibits, websites, articles, and books to dispel consequential myth about race and genetics.  

Alan's book list on what race is (and is not)

Alan H. Goodman Why did Alan love this book?

Superior by science journalist Angela Saini is based on source materials. In addition, it is animated by interviews with key scientists involved in the struggle to end race science. Saini weaves together stories that get at the more intimate details of, on the one hand, the persistence and continual reinvention of race and race science, and on the other, the work of individuals including Jonathan Marks and Jay Kaufman to move us all to better understanding why racism, not biological race, is the cause of inequalities in health and wealth. Superior is the most readable of all the books that focus on race and human variation.  

By Angela Saini,

Why should I read it?

3 authors picked Superior as one of their favorite books, and they share why you should read it.

What is this book about?

Financial Times Book of the Year Telegraph Top 50 Books of the Year Guardian Book of the Year New Statesman Book of the Year

'Roundly debunks racism's core lie - that inequality is to do with genetics, rather than political power' Reni Eddo-Lodge

Where did the idea of race come from, and what does it mean? In an age of identity politics, DNA ancestry testing and the rise of the far-right, a belief in biological differences between populations is experiencing a resurgence. The truth is: race is a social construct. Our problem is we find this hard to believe.

In…


Book cover of Social Sciences as Sorcery

Aubrey Clayton Author Of Bernoulli's Fallacy: Statistical Illogic and the Crisis of Modern Science

From my list on for data scientists trying to be ethical people.

Why am I passionate about this?

I studied statistics and data science for years before anyone ever suggested to me that these topics might have an ethical dimension, or that my numerical tools were products of human beings with motivations specific to their time and place. I’ve since written about the history and philosophy of mathematical probability and statistics, and I’ve come to understand just how important that historical background is and how critically important it is that the next generation of data scientists understand where these ideas come from and their potential to do harm. I hope anyone who reads these books avoids getting blinkered by the ideas that data = objectivity and that science is morally neutral.

Aubrey's book list on for data scientists trying to be ethical people

Aubrey Clayton Why did Aubrey love this book?

This book is now 50 years old, but its message is as relevant and important now as when it was written. In a series of witty essays that border on rants, Andreski attacks much of social science as fluff obscured by technical jargon and methodology. In particular, he laments the growth of quantitative methods as an attempt to add objectivity to social science and make it appear “harder.” True objectivity is about more than mechanical number-crunching, he says; it’s about a commitment to fairness and resisting the temptations of wishful thinking – a challenge anyone who works with data concerning people and their lives should take seriously.

By Stanislav Andreski,

Why should I read it?

1 author picked Social Sciences as Sorcery as one of their favorite books, and they share why you should read it.

What is this book about?

"Seldom have the social sciences been subject to quite so comprehensive, yet non-partisan, attack. There can be little doubt SOCIAL SCIENCES AS SORCERY is an uncomfortably important and embarassingly comprehensive book." -- Times Literary Supplement "Liberating!" -- Harpers "Andreski has written a new book that is certain to enrage his colleagues ... He documents his charges and spares few of the luminaries of social science in the process." -- TIME Magazine


Book cover of Biology as Ideology: The Doctrine of DNA

Aubrey Clayton Author Of Bernoulli's Fallacy: Statistical Illogic and the Crisis of Modern Science

From my list on for data scientists trying to be ethical people.

Why am I passionate about this?

I studied statistics and data science for years before anyone ever suggested to me that these topics might have an ethical dimension, or that my numerical tools were products of human beings with motivations specific to their time and place. I’ve since written about the history and philosophy of mathematical probability and statistics, and I’ve come to understand just how important that historical background is and how critically important it is that the next generation of data scientists understand where these ideas come from and their potential to do harm. I hope anyone who reads these books avoids getting blinkered by the ideas that data = objectivity and that science is morally neutral.

Aubrey's book list on for data scientists trying to be ethical people

Aubrey Clayton Why did Aubrey love this book?

People need less Dawkins in their lives and more Lewontin, whose thought-provoking, accessible writing about evolutionary biology stands in fierce opposition to the trend toward genetic determinism that seems to be the rage nowadays. We are not simply our genes, Lewontin says, because the effects DNA has on our lives are mediated by social and environmental factors, many of which we can influence. While it’s nominally about biology, I also read this as a critique of causal inference, generally. What we consider a “cause” reveals our ideological commitments to certain aspects of the world being maintained, and we should be careful what causal lessons we draw from data.

By Richard C. Lewontin,

Why should I read it?

1 author picked Biology as Ideology as one of their favorite books, and they share why you should read it.

What is this book about?

Following in the fashion of Stephen Jay Gould and Peter Medawar, one of the world's leading scientists examines how "pure science" is in fact shaped and guided by social and political needs and assumptions.


Book cover of The Golem: What You Should Know about Science

Aubrey Clayton Author Of Bernoulli's Fallacy: Statistical Illogic and the Crisis of Modern Science

From my list on for data scientists trying to be ethical people.

Why am I passionate about this?

I studied statistics and data science for years before anyone ever suggested to me that these topics might have an ethical dimension, or that my numerical tools were products of human beings with motivations specific to their time and place. I’ve since written about the history and philosophy of mathematical probability and statistics, and I’ve come to understand just how important that historical background is and how critically important it is that the next generation of data scientists understand where these ideas come from and their potential to do harm. I hope anyone who reads these books avoids getting blinkered by the ideas that data = objectivity and that science is morally neutral.

Aubrey's book list on for data scientists trying to be ethical people

Aubrey Clayton Why did Aubrey love this book?

The thing you should know about science is that it’s a human enterprise. As a result, it’s dependent on human factors like social consensus and prejudice. In this series of case studies of famously expensive and difficult-to-replicate experiments probing the limits of scientific understanding from biology to theoretical physics, Collins and Pinch show how scientific knowledge gathering is rarely straightforward because there are always alternative explanations available for the data. Was the phenomenon real or was the experiment set up badly? We can never know for sure, but we decide collectively what we believe. Scientists are experts participating in human culture, they argue, not mysterious clergy issuing declarations of absolute truth.

By Harry M. Collins, Trevor Pinch,

Why should I read it?

1 author picked The Golem as one of their favorite books, and they share why you should read it.

What is this book about?

Harry Collins and Trevor Pinch liken science to the Golem, a creature from Jewish mythology, powerful yet potentially dangerous, a gentle, helpful creature that may yet run amok at any moment. Through a series of intriguing case studies the authors debunk the traditional view that science is the straightforward result of competent theorisation, observation and experimentation. The very well-received first edition generated much debate, reflected in a substantial new Afterword in this second edition, which seeks to place the book in what have become known as 'the science wars'.


Book cover of The Logic of Scientific Discovery

James L. Sherley Author Of Missing Elements in the Public Science Supporting the COVID-19 Spread Narrative in the US

From my list on what science and scientists are really all about.

Why am I passionate about this?

A childhood friend says that I am the only person he knows who grew up to be exactly what he said he wanted to become. But he is mistaken because I was born a scientist. I have no memories when I was not thinking about science, learning it, doing it, teaching it, trying to improve it, pondering it, or sharing it with others. Over my life and career as a scientist, I have been further fulfilled by undergirding my scientific work with reflection and introspection through reading the history, philosophy, and practice of science revealed and disclosed in books like the five I recommend here. Enjoy them as I have!

James' book list on what science and scientists are really all about

James L. Sherley Why did James love this book?

I don’t remember how this book made it into my hands, but I am so glad it did! This book has made me a better scientist because it taught me scientific humility. Popper rips apart the very fabric of experimental science’s unique and most powerful tool, the scientific method.

When I taught students at MIT how to apply experimental analysis with the scientific method to establish that an observed effect was, in fact, caused by an identified factor, always in my head, I would hear the words of Popper. Past relationships between factors and effects are not necessarily maintained in the future. This understanding of the nature of the universe reveals the imperfections of science, which rarely proves the world’s truths but often does elucidate them.

By Karl Popper,

Why should I read it?

1 author picked The Logic of Scientific Discovery as one of their favorite books, and they share why you should read it.

What is this book about?

Described by the philosopher A.J. Ayer as a work of 'great originality and power', this book revolutionized contemporary thinking on science and knowledge. Ideas such as the now legendary doctrine of 'falsificationism' electrified the scientific community, influencing even working scientists, as well as post-war philosophy. This astonishing work ranks alongside The Open Society and Its Enemies as one of Popper's most enduring books and contains insights and arguments that demand to be read to this day.


Book cover of The Demon-Haunted World: Science as a Candle in the Dark

Simon Lailvaux Author Of Feats of Strength: How Evolution Shapes Animal Athletic Abilities

From my list on change the way you think about biology.

Why am I passionate about this?

I am a scientist and biologist. Learning about evolution changed my life and put me on a path to studying it as a career. As a child, I was a voracious reader, and as an undergraduate, I read every popular science book on biology I could get my hands on. In retrospect, those books were almost as important to my education as anything I learned in a lab or lecture theatre. When writing for a general audience, I try to convey the same sense of wonder and enthusiasm for science that drives me to this day.

Simon's book list on change the way you think about biology

Simon Lailvaux Why did Simon love this book?

Less about biology specifically and more about the general value of the scientific method and rationalism; I think that this book should be read by everyone. Never smug or condescending, Sagan and Druyan show how easily one can be misled by mystical thinking and illustrate the many dangers of credulity.

From cargo cults to baloney detectors, this book is a primer for life in the modern world and how to recognize and protect against disinformation and one’s own biases. I have more than once bought copies of this book for people who are overly enthused about crystals.

By Carl Sagan, Ann Druyan,

Why should I read it?

7 authors picked The Demon-Haunted World as one of their favorite books, and they share why you should read it.

What is this book about?

A prescient warning of a future we now inhabit, where fake news stories and Internet conspiracy theories play to a disaffected American populace

“A glorious book . . . A spirited defense of science . . . From the first page to the last, this book is a manifesto for clear thought.”—Los Angeles Times

How can we make intelligent decisions about our increasingly technology-driven lives if we don’t understand the difference between the myths of pseudoscience and the testable hypotheses of science? Pulitzer Prize-winning author and distinguished astronomer Carl Sagan argues that scientific thinking is critical not only to the…


Book cover of Plague of Corruption: Restoring Faith in the Promise of Science

Kees Van der Pijl Author Of States of Emergency: Keeping the Global Population in Check

From my list on the hidden dimensions of political power.

Why am I passionate about this?

Kees van der Pijl was lecturer at the University of Amsterdam and professor of International Relations at the University of Sussex in the UK. He retired in 2012. At Sussex he was head of department and director of the Centre for Global Political Economy. Besides democracy and anti-war activism he continues to write on transnational classes and policy networks, including the role of “deep politics”.

Kees' book list on the hidden dimensions of political power

Kees Van der Pijl Why did Kees love this book?

As the attack on democracy in the West has come to include the grip of Big Pharma on public health programmes and on bodies like the World Health Organization, the covert dimensions of how this influence is being exercised have also come under scrutiny.

With a foreword by Robert F. Kennedy Jr. highlighting the fate of successive critics of medical misconduct, one of the most vocal of these critics and her co-author offer a shocking account of the repression they faced.

Passionate, personal, and highly revealing about the risks one takes by speaking out on the basis of facts.

By Judy Mikovits, Kent Heckenlively,

Why should I read it?

1 author picked Plague of Corruption as one of their favorite books, and they share why you should read it.

What is this book about?

#1 on Amazon Charts, New York Times Bestseller, USA Today Bestseller-Over 100,000 Copies in Print!

"Kent Heckenlively and Judy Mikovits are the new dynamic duo fighting corruption in science." -Ben Garrison, America's #1 political satirist

Dr. Judy Mikovits is a modern-day Rosalind Franklin, a brilliant researcher shaking up the old boys' club of science with her groundbreaking discoveries. And like many women who have trespassed into the world of men, she uncovered decades-old secrets that many would prefer to stay buried.

From her doctoral thesis, which changed the treatment of HIV-AIDS, saving the lives of millions, including basketball great Magic…


Book cover of How to Take Smart Notes: One Simple Technique to Boost Writing, Learning and Thinking

Kourosh Dini Author Of Workflow Mastery: Building from the Basics

From my list on people who want to do work they find meaningful.

Why am I passionate about this?

I love playing music and games, helping others in therapy, being a father and husband, among other things. It’s taken me some time to figure out how to not only stay on top of them all, but to enjoy myself along the way. The answer to doing so is about finding and guiding play in work. Picasso's statement rings true: "Every child is an artist. The problem is how to remain an artist once he grows up." Mastery and feelings of success flow when work is imbued with play. As a psychoanalyst and now as a writer, I work with both clients and readers to help them find meaning and mastery in the day-to-day.

Kourosh's book list on people who want to do work they find meaningful

Kourosh Dini Why did Kourosh love this book?

Ahrens opened up my eyes to a method of building on, diving into, and creating notes without them getting lost. I love feeling productive whether I agree or disagree with something. I now have a way to connect my ideas together and gather them when creating articles, books, and courses. It didn't use to be fun to take notes, but now it is since I know I can get back to and update things for however long I like without ever feeling obligated to them.

By Sonke Ahrens,

Why should I read it?

1 author picked How to Take Smart Notes as one of their favorite books, and they share why you should read it.

What is this book about?

This is the second, revised and expanded edition. The first edition was published under the slightly longer title "How to Take Smart Notes. One Simple Technique to Boost Writing, Learning and Thinking - for Students, Academics and Nonfiction Book Writers".

The key to good and efficient writing lies in the intelligent organisation of ideas and notes. This book helps students, academics and other knowledge workers to get more done, write intelligent texts and learn for the long run. It teaches you how to take smart notes and ensure they bring you and your projects forward.
The Take Smart Notes principle…


Book cover of Science Fictions: How Fraud, Bias, Negligence, and Hype Undermine the Search for Truth

Gary Smith Author Of Distrust: Big Data, Data-Torturing, and the Assault on Science

From my list on science’s eroding reputation.

Why am I passionate about this?

I am the Fletcher Jones Professor of Economics at Pomona College. I started out as a macroeconomist but, early on, discovered stats and stocks—which have long been fertile fields for data torturing and data mining. My book, Standard Deviations: Flawed Assumptions, Tortured Data, and Other Ways to Lie with Statistics is a compilation of a variety of dubious and misleading statistical practices. More recently, I have written several books on AI, which has a long history of overpromising and underdelivering because it is essentially data mining on steroids. No matter how loudly statisticians shout correlation is not causation, some will not hear.

Gary's book list on science’s eroding reputation

Gary Smith Why did Gary love this book?

Ritchie was part of a team that attempted to replicate a famous study led by a prominent psychologist, Daryl Bem, claiming that people did better on a word memorization test if they studied the words after taking the test.

Ritchie and his co-authors attempted to replicate this study and found no evidence supporting Bem’s claim. This is but one example of a scientific crisis in that attempts to replicate influential studies published in top peer-reviewed journals fail nearly half the time. Ritchie explains and illustrates the reasons for the current replication crisis in science.

By Stuart Ritchie,

Why should I read it?

3 authors picked Science Fictions as one of their favorite books, and they share why you should read it.

What is this book about?

An insider’s view of science reveals why many scientific results cannot be relied upon – and how the system can be reformed.

Science is how we understand the world. Yet failures in peer review and mistakes in statistics have rendered a shocking number of scientific studies useless – or, worse, badly misleading. Such errors have distorted our knowledge in fields as wide-ranging as medicine, physics, nutrition, education, genetics, economics, and the search for extraterrestrial life. As Science Fictions makes clear, the current system of research funding and publication not only fails to safeguard us from blunders but actively encourages bad…


Book cover of Realism and Complexity in Social Science

Rick Szostak Author Of Integrating the Human Sciences: Enhancing Progress and Coherence across the Social Sciences and Humanities

From my list on reforming the social sciences and humanities.

Why am I passionate about this?

I am proud to be a human (social) scientist but think that we could collectively achieve a much more successful human science enterprise. And I believe that a better human science would translate into better public policy. Most human scientists focus on their own research, paying little attention to how the broader enterprise functions. I have written many works of a methodological nature over the years. I am pleased to point here to a handful of works with sound advice for enhancing the human science enterprise.

Rick's book list on reforming the social sciences and humanities

Rick Szostak Why did Rick love this book?

I really liked Williams’ writing style. He is very clear, provides good examples, and is very careful in his argumentation.

I very much liked – and indeed borrowed – his strategy of summarizing the main arguments of each chapter. This is especially important since his book addresses a wide range of challenges in social science. I especially liked his discussion of how the variables we measure are never perfect proxies for the phenomena that we hope to understand.

I also liked his careful discussion of how social scientists need to be more reflective in their work. And I found his discussion of the nature of causation in social science deeply insightful.

By Malcolm Williams,

Why should I read it?

1 author picked Realism and Complexity in Social Science as one of their favorite books, and they share why you should read it.

What is this book about?

Realism and Complexity in Social Science is an argument for a new approach to investigating the social world, that of complex realism. Complex realism brings together a number of strands of thought, in scientific realism, complexity science, probability theory and social research methodology.

It proposes that the reality of the social world is that it is probabilistic, yet there exists enough invariance to make the discovery and explanation of social objects and causal mechanisms possible. This forms the basis for the development of a complex realist foundation for social research, that utilises a number of new and novel approaches to…


Book cover of Superior: The Return of Race Science
Book cover of Social Sciences as Sorcery
Book cover of Biology as Ideology: The Doctrine of DNA

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