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Atlas of AI: Power, Politics, and the Planetary Costs of Artificial Intelligence Kindle Edition
“Eloquent, clear and profound—this volume is a classic for our times. It draws our attention away from the bright shiny objects of the new colonialism through elucidating the social, material and political dimensions of Artificial Intelligence.”—Geoffrey C. Bowker, University of California, Irvine
What happens when artificial intelligence saturates political life and depletes the planet? How is AI shaping our understanding of ourselves and our societies? In this book Kate Crawford reveals how this planetary network is fueling a shift toward undemocratic governance and increased racial, gender, and economic inequality. Drawing on more than a decade of research, award-winning science, and technology, Crawford reveals how AI is a technology of extraction: from the energy and minerals needed to build and sustain its infrastructure, to the exploited workers behind “automated” services, to the data AI collects from us.
Rather than taking a narrow focus on code and algorithms, Crawford offers us a political and a material perspective on what it takes to make artificial intelligence and where it goes wrong. While technical systems present a veneer of objectivity, they are always systems of power. This is an urgent account of what is at stake as technology companies use artificial intelligence to reshape the world.
- ISBN-13978-0300252392
- PublisherYale University Press
- Publication dateApril 6, 2021
- LanguageEnglish
- File size12.2 MB
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Editorial Reviews
Review
“Crawford argues passionately that while AI is presented as disembodied, objective and inevitable, it is material, biased and subject to our own outlooks and ideologies.”—David A. Shaywitz, Wall Street Journal
“As Kate Crawford’s trenchant Atlas of AI demonstrates again and again, artificial intelligence does not come to us as a deus ex machina but, rather, through a number of dehumanizing extractive practices, of which most of us are unaware.“—Sue Halpern, New York Review of Books
Named one of the “Five Best Books to Read to Get Smart about AI” by the Wall Street Journal
“One of the world’s most thoughtful researchers on the impact of AI delivers a sobering, but essential, read about how AI is accelerating undemocratic governance and increased inequality.”—John Thornhill, Financial Times, Best Books of 2021
“Exposes the dark side of AI’s success. . . . Meticulously researched and superbly written.”—Virginia Dignum, Nature
“A sweeping view of artificial intelligence that frames the technology as a collection of empires, decisions, and actions that are together fast eliminating possibilities of sustainable future on a global scale. . . . A timely and urgent contribution.”—Michael Spezio, Science
“Reveals the hidden costs of artificial intelligence, from the consumption of natural resources to the more subtle costs to our privacy, equality and freedom.—Simon Ings, New Scientist, “Best Books of the Year”
“A compelling new book.”—Stephanie Wood, Sydney Morning Herald
“Atlas of AI is a seminal work that brings AI within our circle of care. . . . Crawford’s book is a great contribution to the field, as efforts are made at various levels, national and international, in companies and educational institutions, to mitigate the harms of this technology. Crawford underlines that this can only happen if we ‘challenge the structures of power that AI currently reinforces and create the foundations for a different society.’”—Anais Resseguier, AI and Ethics
“Presents an insightful perspective coupled with in-depth analysis. . . . Essential reading for those who are interested in the real-world effects of AI development, along with its political ramifications. More importantly, Atlas of AI draws attention to widely ignored aspects of policy debates, namely the human and planetary costs of AI. This book should be welcomed by AI enthusiasts, students, scholars and policy-makers seeking to grasp the fundamentals of the relationship between AI, politics and society.”—Muhammed Can, International Affairs
“Crawford . . . takes AI from the world of Star Trek and makes it thick, human, and visceral.”—John Slattery, Commonweal
“Brilliantly drawn case studies of data acquisition and processing methods. . . . This eloquently written book will keep readers engaged long after finishing the last page.”—J. Brzezinski, Choice
“An excellent book. . . . I could go on for pages about why this is essential reading to understand what’s at stake with this emerging technology.”—Patricia Gestoso, Certain Age
CHOICE Outstanding Academic Titles 2021
Winner of the 2022 Sally Hacker Prize, sponsored by the Society for the History of Technology (SHOT)
Winner of the 2022 Best Information Science Book of the Year Award, sponsored by ASIS&T
“A must read. Moving from lithium mines to data extraction, from labor exploitation to government surveillance, Atlas of AI eloquently reveals how intelligence is ‘made.’ It displaces anemic calls for ‘ethics’ with probing investigations into the environmental degradation, capital accumulation, and labor conditions that AI make possible.”—Wendy Hui Kyong Chun, SFU’s Canada 150 Chair in New Media
“It’s a masterpiece, and I haven’t been able to stop thinking about it.”—Karen Hao, senior editor, MIT Tech Review
“In this eloquent and revelatory survey, Crawford limns the dire stakes of unbridled technological expansion. Methodologically original and keenly intelligent, Atlas of AI is an indispensable map of the present that boldly calls readers to chart a more just and sustainable future.”—Alondra Nelson, president, Social Science Research Council
“Eloquent, clear and profound—this volume is a classic for our times. It draws our attention away from the bright shiny objects of the new colonialism through elucidating the social, material and political dimensions of Artificial Intelligence.”—Geoffrey C. Bowker, University of California, Irvine
“By brilliantly tracing the history, mythology, ethics and politics of artificial intelligence, Atlas of AI reminds us that the stories we tell about AI are just as vital as the mathematical models that comprise these systems.”—Ruha Benjamin, author of Race After Technology: Abolitionist Tools for the New Jim Code
About the Author
Product details
- ASIN : B08WKQ1MTM
- Publisher : Yale University Press
- Accessibility : Learn more
- Publication date : April 6, 2021
- Language : English
- File size : 12.2 MB
- Screen Reader : Supported
- Enhanced typesetting : Enabled
- X-Ray : Not Enabled
- Word Wise : Enabled
- Print length : 336 pages
- ISBN-13 : 978-0300252392
- Page Flip : Enabled
- Best Sellers Rank: #127,678 in Kindle Store (See Top 100 in Kindle Store)
- #9 in Telecommunications
- #15 in Internet & Telecommunications
- #28 in Cloud Computing (Books)
- Customer Reviews:
About the author

Kate Crawford is a leading scholar of the social and political implications of artificial intelligence. Her work has focused on understanding machine learning and AI in the wider contexts of history, politics, labor, and the environment.
She is a Research Professor at USC Annenberg, a Senior Principal Researcher at Microsoft Research New York, and she currently holds the inaugural Visiting Chair for AI and Justice at the École Normale Supérieure in Paris.
Her academic research has been published in journals such as Nature, New Media & Society, Science, Technology & Human Values and Information, Communication & Society. Kate’s work also includes collaborative projects and visual investigations. Her project Anatomy of an AI System with Vladan Joler – which maps the full lifecycle of the Amazon Echo – won the Beazley Design of the Year Award in 2019, and is in the permanent collection of the Museum of Modern Art in New York and the V&A Museum in London. Her collaboration with the artist Trevor Paglen produced the first major exhibition on training data, "Training Humans" and their investigative essay, Excavating AI, won the Ayrton Prize from the British Society for the History of Science.
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Customers find the book well-researched, with one review highlighting its methodical journey through AI infrastructure. Moreover, the writing quality receives positive feedback, with one customer noting how complex ideas are presented without sacrificing depth. Additionally, the book's readability is praised, with one customer describing it as a must-read for all world citizens.
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Customers praise the book's well-researched content, with one customer highlighting its methodical exploration of AI infrastructure, while another notes its fresh perspective on data collection.
"...One of Crawford's most compelling arguments is the framing of AI as an extractive industry: one that harvests resources, labor, and data in much the..." Read more
"Fabulous book. Wide ranging, every page full of information that ALL modern citizens should already know or should learn as we go to green..." Read more
"...Also, I do like this book and a fresh perspective on data collection even though at times it seems to read a little emotional for what I was..." Read more
"...The book also includes many interesting reviews of the history of science and AI. I enjoyed very much reading these reviews." Read more
Customers appreciate the writing quality of the book, finding it engaging and well-crafted, with one customer noting that complex ideas are presented clearly without sacrificing depth.
"...While the book is critical in tone, it does not merely scold Ai developers; rather, it offers a crucial intervention in ongoing discussions about..." Read more
"...Just a tremendous book and not too hard to read. This book should be required reading for all college students, whatever their field!" Read more
"...The book is engagingly written and easy to follow while richly sourced...." Read more
"...It’s beautifully written.. a rarity for books written by academics." Read more
Customers find the book readable, with one noting it's a must-read for all world citizens.
"Fabulous book...." Read more
"...Regardless looking past the verbiage of emotions, this is a great book that does point out a lot of history with AI...." Read more
"This is an intelligent book with good writing, but the pace is slow and it makes its points in very longwinded and roundabout ways...." Read more
"There were some good parts of the book (eg. lithium mining, rubber production), but the writing was, unfortunately tedious and dense." Read more
Top reviews from the United States
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- Reviewed in the United States on February 6, 2025Format: PaperbackVerified PurchaseI realize I say this about every AI book I read, but this one really is the best (so far), and most important in my view."Atlas of AI" by Kate Crawford is a well-researched work that should appeal to AI enthusiasts and opponents alike; not because it flatters either side, but because it challenges both to think beyond the usual narratives.
Whether you see Ai as a revolutionary tool for progress or a dystopian force of unchecked power, there’s no denying that it it is shaped by real-world systems of labor, industry, and politics.This book makes it clear: Ai is not just about algorithms and efficiency. It is about power: who wields it, who profits from it, and who is left to bear its costs.
For those who celebrate Ai’s potential (like me), Atlas of AI offers a sobering look at the material and ethical realities behind the inertia and hype.For those who critique AI as a damaging or dystopian force, the book provides a well-researched (eye-opening) foundation for those concerns.What makes it especially compelling is that it doesn’t fall into the trap of alarmism OR blind optimism.
Instead, Crawford takes us on a deep, methodical journey through the infrastructures that sustain artificial intelligence, revealing the hidden costs (labor, environmental, political) that come with EVERY so-called innovation.**Deconstructing the Myths of AI**One of the book’s greatest strengths is its ability to cut through the persistent myths surrounding artificial intelligence. Crawford systematically dismantles the notion that AI is a purely immaterial, frictionless technology.
She examines the vast mining operations necessary to produce hardware, the exploitative labor practices behind data annotation, and the enormous energy demands of AI training model. Ai, in her analysis, is not an autonomous or inevitable force—it is an industrial system deeply intertwined with capitalism, surveillance, and environmental degradation (much of her research applies to Big Tech, and not just Ai).
This perspective is crucial in an era where Ai is often presented as a revolutionary technology that exists outside of history and politics.Crawford makes it clear that Ai is not “just math” but a political tool wielded by those in power, often reinforcing existing inequalities.
The Ethics of Extraction and Control:
One of Crawford's most compelling arguments is the framing of AI as an extractive industry: one that harvests resources, labor, and data in much the same way as colonial enterprises have in the past.The book traces how Ai development is dependent on resource-intensive practices, from lithium mining for hardware to the invisible armies of low-wage workers tasked with cleaning and labeling data.
Crawford argues Ai is a system built on the extraction of value from the most vulnerable populations, whether they be gig workers, Amazon's "Mechanical Turk" laborers, or the communities living in the shadow of server farms that consume enormous amounts of water and energy.Crawfors cites numerous examples of how corporations like Google and Amazon, and even the government, skirt the system to save on taxes, while promising better futures to the resource-rich communities they exploit.
The theme of extraction extends beyond the physical to the digital realm.Crawford shows how personal data is commodified under the guise of “training AI,” reinforcing the asymmetrical relationship between those who generate data and those who profit from it.The book’s critique aligns with broader concerns about surveillance capitalism, demonstrating how Ai is often wielded as a means of control rather than liberation. (I learned some sad truths about local community policing and Ai)
AI and the Politics of Classification
Crawford explores how classification systems, often presented as objective/neutral, are deeply embedded with biases. Ai systems are trained on datasets shaped by human prejudices, yet are frequently deployed as infallible arbiters of truth. Crawford examines how facial recognition, predictive policing, and automated hiring systems encode and reinforce racial, gendered, and socioeconomic biases, often amplifying systemic discrimination.
This analysis is particularly relevant in today’s discussions on AI ethics. Crawford’s work underscores that Ai bias is not simply a technical glitch to be fixed, but rather a feature of the broader political and economic structures that Ai is designed to serve.
A Necessary and Timely Intervention
For those who have followed debates on Ai ethics, surveillance capitalism, and data justice, Atlas of AI provides a well-researched and compelling synthesis of these concerns, free from the noise we commonly hear on social media outlets. It is particularly valuable in challenging the mainstream, corporate-driven narratives that portray Ai as an inevitable and benign technological force.
Crawford’s writing is insightful, well-documented, and accessible, making complex ideas understandable without sacrificing depth. While the book is critical in tone, it does not merely scold Ai developers; rather, it offers a crucial intervention in ongoing discussions about how Ai is developed, deployed, and governed.The book had a surprisingly anti-capitalist/anti-technocratic tone, that inspired me to continue learning/aligning under the anti-fascist flag so many of us wield.
For artists, researchers, and technologists (especially those working at the intersection of Ai and creative expression) Atlas of Ai serves as a stark and vital reminder that technology is never neutral. It invites us to think critically about the systems we engage with and the ethical implications of our participation in Ai-driven ecosystems (and really, all major technologies).
Atlas of AI is an essential read for anyone interested in understanding the broader implications of artificial intelligence beyond the hype. It moves beyond discussions of algorithms and model accuracy to examine the power structures that shape Ai’s impact on society. By reframing AI as a material and political phenomenon rather than a disembodied technological marvel, Crawford provides a necessary course-correction to the dominant narratives surrounding Ai.
This book is not just for AI skeptics but for anyone who wants to engage in a deeper, more nuanced conversation about the technology shaping our present and future. If we are to meaningfully confront the challenges AI presents, we need more books that challenge us to think critically, demand accountability, and advocate for more just and equitable technological futures.
For those of us who engage with AI,whether as artists, researchers, developers, or critics, Atlas of AI should serve as a wake-up call. Too often, Ai artists defend the technology out of pride or personal investment, dismissing valid ethical concerns as fear-mongering. On the other side, anti-AI voices often resist engagement with nuance, preferring to frame Ai as an existential threat rather than a tool shaped by human systems of power. Both of these stances miss the point. Crawford makes it clear that the real battle isn’t Ai vs. artists or progress vs. tradition, it’s about who controls the technology, who benefits from it, and who is left to suffer the consequences. If we are serious about the future of art, technology, and creative autonomy, we must move beyond our egos and engage critically with the systems that shape Ai. This book gives us all a foundation to unify under, not in opposition to Ai itself, but in opposition to the unchecked power structures that exploit it and us.
- Reviewed in the United States on August 16, 2023Format: PaperbackVerified PurchaseFabulous book. Wide ranging, every page full of information that ALL modern citizens should already know or should learn as we go to green technologies and even more dependence on AI and computers. These techs look 'all clean' and 'socially fair' when in fact at every stage (she takes us from design, to engineering to mining, to sales to production of techs) in this 'atlas' of AI we see pollution, inequality, power relationships hidden just beneath the surface. The tip of the AI/computer/green tech iceberg looks all white and clean........the rest (the filth, pollution and inequaity) are all hidden away. Just a tremendous book and not too hard to read. This book should be required reading for all college students, whatever their field!
- Reviewed in the United States on November 27, 2024Format: KindleVerified PurchaseIf the share a video or photo option was working I would share the screenshot. However, I'll quote it.
"Most of the adults on the list had never been charged, but once they were included, ther was no way to have their name removed."
This needs more clarification as you can delete data from a database. Especially if web based, there should be CRUD principles added. If that was not the case there's still ways to delete the data or even change it's classification. I will give benefit of the doubt that there's an underlying reason it was said there was no way to remove or that I even misunderstood the context around it. Just seems a little like reaching by this point.
Also, I do like this book and a fresh perspective on data collection even though at times it seems to read a little emotional for what I was expecting of an Atlas. Regardless looking past the verbiage of emotions, this is a great book that does point out a lot of history with AI. Thank you for creating this book! Also giving more data to the internet to be used for.... AI... lol
- Reviewed in the United States on August 2, 2021Format: KindleVerified PurchaseAI is one of the most important innovations in the last decades. But the author of this book claims that the current application of AI is bad. It requires computers that use rare material, the mining of which harms the environment, and it uses inaccurate training data, to list some of the arguments presented in this book. But when considering these drawbacks against AI's blessing (automatic translation, contribution to medical research, etc.), the criticism seems to be not justified. The author blames AI for searching order in an infinitely complex world (in the Conclusion chapter), but she ignores that this is exactly what science does. The book also includes many interesting reviews of the history of science and AI. I enjoyed very much reading these reviews.
- Reviewed in the United States on June 11, 2021Format: HardcoverVerified PurchaseOf the many books I have read on AI, having been interested in the topic for 35 years, this is perhaps the most profound. When I read the abstract I thought the goals for the book were going to be almost impossible to achieve. But Kate Crawford has succeeded wonderfully. I find myself referring back to marked sections of the book — and perhaps most importantly questioning some long-held beliefs I have had on the topics. I have shared the book with friends with less time invested in the topic — and they were equally glowing. I hope this finds its way onto the summer reading lists of people with far-flung interests.
- Reviewed in the United States on May 13, 2021Format: KindleVerified PurchaseThis “atlas” maps what is often forgotten when discussing AI: material needs like the extraction of lithium and other minerals from the earth with the destruction of nature that requires and the workers, as well as the epistemological constraints of classification and the false proxies of data. The book is engagingly written and easy to follow while richly sourced. I’ll probably assign at least a couple of chapters to undergrads in our digital culture program. I would have loved an audio book version - but I listened to it using automatic text to speech on my phone and it was surprisingly not awful. This is the first time I’ve done that with a whole book.
Top reviews from other countries
- JOASSARDReviewed in France on February 25, 2022
5.0 out of 5 stars Behind Ai
Format: HardcoverVerified PurchaseOne of the best Ai book describing what is not said about AI reality
-
Domingos Soares FarinhoReviewed in Spain on February 3, 2023
5.0 out of 5 stars Excelente livro sobre a exigência da IA quanto a recursos naturais
Format: PaperbackVerified PurchaseO livro chegou dentro do prazo acordado e em ótimas condições.
- christian de lutzReviewed in Germany on April 25, 2025
5.0 out of 5 stars It may take some people outside their comfort zones, but isn't that what a great book is for?
Format: PaperbackVerified PurchaseA deeply researched look into the geological, ecological, political and technological structures fro which AI has been developed. If you're looking for a book on how machine learning functions on a technical level this book may not be for you, but if you want to look at how AI and related technologies are already affecting our planet and societies, this is a great choice. It may take some people a little outside their comfort zones, but isn't that what a great book is for? Highly recommended.
- Gautam MukerjeeReviewed in India on July 18, 2021
3.0 out of 5 stars Important Red Flag
Format: KindleVerified PurchaseKate's book makes us understand how dangerous the AI Decision making platforms can be. This is a critical Red Flag for every company, Society and Government to remember and adhere to.
Sadly she hasn't touched on the benefits which are also immense. The good work done by Palantir on various social projects including UN Sub-Saharan food distribution which brought UN the Nobel Peace Prize has been omitted. This casts a doubt on the integrity of the writer. Is she so concerned with pushing one particular agenda that she will not look sideways to other aspects that are good ?
An important book but very One Dimensional.
- Samantha QuartermanReviewed in Canada on May 14, 2025
5.0 out of 5 stars Great book, would recommend!
Format: PaperbackVerified PurchaseA fantastic read, if you’re interested in Artificial Intelligence but have no idea where to start, this gives you some great information of where AI comes from, and the help and harm that comes with these systems. Highly recommend.