How Data Happened: A History from the Age of Reason to the Age of Algorithms


Book Description

“Fascinating.” —Jill Lepore, The New Yorker A sweeping history of data and its technical, political, and ethical impact on our world. From facial recognition—capable of checking people into flights or identifying undocumented residents—to automated decision systems that inform who gets loans and who receives bail, each of us moves through a world determined by data-empowered algorithms. But these technologies didn’t just appear: they are part of a history that goes back centuries, from the census enshrined in the US Constitution to the birth of eugenics in Victorian Britain to the development of Google search. Expanding on the popular course they created at Columbia University, Chris Wiggins and Matthew L. Jones illuminate the ways in which data has long been used as a tool and a weapon in arguing for what is true, as well as a means of rearranging or defending power. They explore how data was created and curated, as well as how new mathematical and computational techniques developed to contend with that data serve to shape people, ideas, society, military operations, and economies. Although technology and mathematics are at its heart, the story of data ultimately concerns an unstable game among states, corporations, and people. How were new technical and scientific capabilities developed; who supported, advanced, or funded these capabilities or transitions; and how did they change who could do what, from what, and to whom? Wiggins and Jones focus on these questions as they trace data’s historical arc, and look to the future. By understanding the trajectory of data—where it has been and where it might yet go—Wiggins and Jones argue that we can understand how to bend it to ends that we collectively choose, with intentionality and purpose.




What Algorithms Want


Book Description

The gap between theoretical ideas and messy reality, as seen in Neal Stephenson, Adam Smith, and Star Trek. We depend on—we believe in—algorithms to help us get a ride, choose which book to buy, execute a mathematical proof. It's as if we think of code as a magic spell, an incantation to reveal what we need to know and even what we want. Humans have always believed that certain invocations—the marriage vow, the shaman's curse—do not merely describe the world but make it. Computation casts a cultural shadow that is shaped by this long tradition of magical thinking. In this book, Ed Finn considers how the algorithm—in practical terms, “a method for solving a problem”—has its roots not only in mathematical logic but also in cybernetics, philosophy, and magical thinking. Finn argues that the algorithm deploys concepts from the idealized space of computation in a messy reality, with unpredictable and sometimes fascinating results. Drawing on sources that range from Neal Stephenson's Snow Crash to Diderot's Encyclopédie, from Adam Smith to the Star Trek computer, Finn explores the gap between theoretical ideas and pragmatic instructions. He examines the development of intelligent assistants like Siri, the rise of algorithmic aesthetics at Netflix, Ian Bogost's satiric Facebook game Cow Clicker, and the revolutionary economics of Bitcoin. He describes Google's goal of anticipating our questions, Uber's cartoon maps and black box accounting, and what Facebook tells us about programmable value, among other things. If we want to understand the gap between abstraction and messy reality, Finn argues, we need to build a model of “algorithmic reading” and scholarship that attends to process, spearheading a new experimental humanities.




An Ed-Tech Tragedy?


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The Eye of the Master


Book Description

What is AI? A dominant view describes it as the quest "to solve intelligence" - a solution supposedly to be found in the secret logic of the mind or in the deep physiology of the brain, such as in its complex neural networks. The Eye of the Master argues, to the contrary, that the inner code of AI is shaped not by the imitation of biological intelligence, but the intelligence of labour and social relations, as it is found in Babbage's "calculating engines" of the industrial age as well as in the recent algorithms for image recognition and surveillance. The idea that AI may one day become autonomous (or "sentient", as someone thought of Google's LaMDA) is pure fantasy. Computer algorithms have always imitated the form of social relations and the organisation of labour in their own inner structure and their purpose remains blind automation. The Eye of the Master urges a new literacy on AI for scientists, journalists and new generations of activists, who should recognise that the "mystery" of AI is just the automation of labour at the highest degree, not intelligence per se.




The Ordinal Society


Book Description

Organizations now measure and rank nearly every aspect of our lives, using data to make predictions about our purchasing power, tastes, and character. The Ordinal Society shows how these predictions structure life chances, producing a hollow morality that launders familiar forms of social advantage into an illusion of merit.




Humanities Data in R


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Writing Computer and Information History


Book Description

This is not a book about the history of computing or the history of information. Instead, it is a meta-historical book about the research and writing of these types of history. The formal presentation of historical research in the form of a publication often hides the process by which the topic was selected, boundaries were drawn, evidence was selected, analytic approach was chosen and applied, results were presented, how this work fits into a larger body of scholarship, the implicit goals and biases of the author, and many other similar issues. This process of learning about the various ways to carry out computer history or information history can be enriched by this collection of reflective essays by experienced scholars, discussing the craft that they practice. This is a book that concerns both computer history and information history. The first scholarship in computer history by professionally trained scholars began to appear in the 1970s, so we are approaching a half century of research and publication in this area. The field has generated numerous pieces of exemplary scholarship from various perspectives such as intellectual history of individual technologies, business histories of firms, economic histories of market sectors, externalist histories of funding and professionalization, and so on. However, the field continues to evolve, especially as computing and communication technologies have drawn together in the form of the Internet and social media; and with them a new set of scholars is participating, drawn not only from the history of science and technology, but also from the communication and media studies fields. Powerful theories, approaches, and frameworks are being increasingly drawn more widely from both the humanities and the social sciences to inform the practice of computer history. The scholars in this volume look at what’s happened, what’s happening now, and where historical scholarship in these disciplines is headed.




The Venture Alchemists


Book Description

We once idolized tech entrepreneurs for creating innovations that seemed like modern miracles. Yet our faith has been shattered. We now blame them for spreading lies, breaking laws, and causing chaos. Yesterday’s Silicon Valley darlings have become today’s Big Tech villains. Which is it? Are they superheroes or scoundrels? Or is it more complicated, some blend of both? In The Venture Alchemists, Rob Lalka demystifies how tech entrepreneurs built empires that made trillions. Meta started as a cruel Halloween prank, Alphabet began as a master’s thesis that warned against corporate deception, and Palantir came from a campus controversy over hateful speech. These largely forgotten origin stories show how ordinary fears and youthful ambitions shaped their ventures—making each tech tale relatable, both wonderfully and tragically human. Readers learn about the adversities tech entrepreneurs overcame, the troubling tradeoffs they made, and the tremendous power they now wield. Using leaked documents and previously unpublished archival material, Lalka takes readers inside Big Tech’s worst exploitations and abuses, alongside many good intentions and moral compromises. But this story remains unfinished, and The Venture Alchemists ultimately offers hope from the people who, decades ago, warned about the risks of the emerging Internet. Their insights illuminate a path toward more responsible innovations, so that technologies aren’t dangerous weapons but valuable tools that ensure progress, improve society, and enhance our daily lives.







The Dream Machine


Book Description

Explores the rise of computer technology, and tells the stories of the scientists, engineers, visionaries, and others whose efforts developed the complex machines.