It has been used to expose injustice, improve health outcomes, and topple governments. But it has also been used to discriminate, police, and surveil. This potential for good, on the one hand, and harm, on the other, makes it essential to ask: Data science by whom? Data science for whom? Data science with whose interests in mind? The narratives around big data and data science are overwhelmingly white, male, and techno-heroic. In Data Feminism, Catherine D'Ignazio and Lauren Klein present a new way of thinking about data science and data ethics—one that is informed by intersectional feminist thought.Illustrating data feminism in action, D'Ignazio and Klein show how challenges to the male/female binary can help challenge other hierarchical (and empirically wrong) classification systems. They explain how, for example, an understanding of emotion can expand our ideas about effective data visualization, and how the concept of invisible labor can expose the significant human efforts required by our automated systems. And they show why the data never, ever “speak for themselves.”Data Feminism offers strategies for data scientists seeking to learn how feminism can help them work toward justice, and for feminists who want to focus their efforts on the growing field of data science. But Data Feminism is about much more than gender. It is about power, about who has it and who doesn't, and about how those differentials of power can be challenged and changed.

    In fact, says Ann M. Blair in this intriguing book, the invention of the printing press and the ensuing abundance of books provoked sixteenth- and seventeenth-century European scholars to register complaints very similar to our own. Blair examines methods of information management in ancient and medieval Europe as well as the Islamic world and China, then focuses particular attention on the organization, composition, and reception of Latin reference books in print in early modern Europe. She explores in detail the sophisticated and sometimes idiosyncratic techniques that scholars and readers developed in an era of new technology and exploding information.

    But it was C. P. Snow's Rede lecture of 1959 that brought it to prominence and began a public debate that is still raging in the media today. This 50th anniversary printing of The Two Cultures and its successor piece, A Second Look (in which Snow responded to the controversy four years later) features an introduction by Stefan Collini, charting the history and context of the debate, its implications and its afterlife. The importance of science and technology in policy run largely by non-scientists, the future for education and research, and the problem of fragmentation threatening hopes for a common culture are just some of the subjects discussed.

    Particularly noteworthy are the numerous historical examples of past efforts to make sense of complex systems of information. In this new companion volume, The Book of Trees, data viz expert Manuel Lima examines the more than eight hundred year history of the tree diagram, from its roots in the illuminated manuscripts of medieval monasteries to its current resurgence as an elegant means of visualization. Lima presents two hundred intricately detailed tree diagram illustrations on a remarkable variety of subjects—from some of the earliest known examples from ancient Mesopotamia to the manuscripts of medieval monasteries to contributions by leading contemporary designers. A timeline of capsule biographies on key figures in the development of the tree diagram rounds out this one-of-a-kind visual compendium.

    But by the early nineteenth century, when the United States was neither a world power nor a primary center of scientific discovery, it was already a leader in communications-in postal service and newspaper publishing, then in development of the telegraph and telephone networks, later in the whole repertoire of mass communications. In this wide-ranging social history of American media, from the first printing press to the early days of radio, Paul Starr shows that the creation of modern communications was as much the result of political choices as of technological invention. His original historical analysis reveals how the decisions that led to a state-run post office and private monopolies on the telegraph and telephone systems affected a developing society. He illuminates contemporary controversies over freedom of information by exploring such crucial formative issues as freedom of the press, intellectual property, privacy, public access to information, and the shaping of specific technologies and institutions. America's critical choices in these areas, Starr argues, affect the long-run path of development in a society and have had wide social, economic, and even military ramifications. The Creation of the Media not only tells the history of the media in a new way; it puts America and its global influence into a new perspective.

    He takes us into the secret world of "Survivor" Spoilers, where avid internet users pool their knowledge to unearth the show's secrets before they are revealed on the air. He introduces us to young "Harry Potter" fans who are writing their own Hogwarts tales while executives at Warner Brothers struggle for control of their franchise. He shows us how "The Matrix" has pushed transmedia storytelling to new levels, creating a fictional world where consumers track down bits of the story across multiple media channels.Jenkins argues that struggles over convergence will redefine the face of American popular culture. Industry leaders see opportunities to direct content across many channels to increase revenue and broaden markets. At the same time, consumers envision a liberated public sphere, free of network controls, in a decentralized media environment. Sometimes corporate and grassroots efforts reinforce each other, creating closer, more rewarding relations between media producers and consumers. Sometimes these two forces are at war.Jenkins provides a riveting introduction to the world where every story gets told and every brand gets sold across multiple media platforms. He explains the cultural shift that is occurring as consumers fight for control across disparate channels, changing the way we do business, elect our leaders, and educate our children.

    An incisive observer, writer, and participant in today’s social movements, Zeynep Tufekci explains in this accessible and compelling book the nuanced trajectories of modern protests—how they form, how they operate differently from past protests, and why they have difficulty persisting in their long-term quests for change.   Tufekci speaks from direct experience, combining on-the-ground interviews with insightful analysis. She describes how the internet helped the Zapatista uprisings in Mexico, the necessity of remote Twitter users to organize medical supplies during Arab Spring, the refusal to use bullhorns in the Occupy Movement that started in New York, and the empowering effect of tear gas in Istanbul’s Gezi Park. These details from life inside social movements complete a moving investigation of authority, technology, and culture—and offer essential insights into the future of governance.From New York Times opinion columnist Zeynep Tufekci, an firsthand account and incisive analysis of the role of social media in modern protest“[Tufekci’s] personal experience in the squares and streets, melded with her scholarly insights on technology and communication platforms, makes [this] such an unusual and illuminating work.”—Carlos Lozada, Washington Post “Twitter and Tear Gas is packed with evidence on how social media has changed social movements, based on rigorous research and placed in historical context.”—Hannah Kuchler, Financial Times

    Conflict between humans and machines is seen as inevitable and its outcome all too predictable.In this groundbreaking book, distinguished AI researcher Stuart Russell argues that this scenario can be avoided, but only if we rethink AI from the ground up. Russell begins by exploring the idea of intelligence in humans and in machines. He describes the near-term benefits we can expect, from intelligent personal assistants to vastly accelerated scientific research, and outlines the AI breakthroughs that still have to happen before we reach superhuman AI. He also spells out the ways humans are already finding to misuse AI, from lethal autonomous weapons to viral sabotage.If the predicted breakthroughs occur and superhuman AI emerges, we will have created entities far more powerful than ourselves. How can we ensure they never, ever, have power over us? Russell suggests that we can rebuild AI on a new foundation, according to which machines are designed to be inherently uncertain about the human preferences they are required to satisfy. Such machines would be humble, altruistic, and committed to pursue our objectives, not theirs. This new foundation would allow us to create machines that are provably deferential and provably beneficial.In a 2014 editorial co-authored with Stephen Hawking, Russell wrote, "Success in creating AI would be the biggest event in human history. Unfortunately, it might also be the last." Solving the problem of control over AI is not just possible; it is the key that unlocks a future of unlimited promise.

    She shows how contemporary surveillance technologies and practices are informed by the long history of racial formation and by the methods of policing black life under slavery, such as branding, runaway slave notices, and lantern laws. Placing surveillance studies into conversation with the archive of transatlantic slavery and its afterlife, Browne draws from black feminist theory, sociology, and cultural studies to analyze texts as diverse as the methods of surveilling blackness she discusses: from the design of the eighteenth-century slave ship Brooks, Jeremy Bentham's Panopticon, and The Book of Negroes, to contemporary art, literature, biometrics, and post-9/11 airport security practices. Surveillance, Browne asserts, is both a discursive and material practice that reifies boundaries, borders, and bodies around racial lines, so much so that the surveillance of blackness has long been, and continues to be, a social and political norm.

    Nation-states wielded military force, financial pressure, and diplomatic persuasion to create “world order.” Even after the end of the Cold War, the elements comprising world order remained essentially unchanged.But 2012 marked a transformation in geopolitics and the tactics of both the established powers and smaller entities looking to challenge the international community. That year, the US government revealed its involvement in Operation “Olympic Games,” a mission aimed at disrupting the Iranian nuclear program through cyberattacks; Russia and China conducted massive cyber-espionage operations; and the world split over the governance of the Internet. Cyberspace became a battlefield.Cyber conflict is hard to track, often delivered by proxies, and has outcomes that are hard to gauge. It demands that the rules of engagement be completely reworked and all the old niceties of diplomacy be recast. Many of the critical resources of statecraft are now in the hands of the private sector, giant technology companies in particular. In this new world order, cybersecurity expert Adam Segal reveals, power has been well and truly hacked.

    Our economy, our politics, our culture, and even the structure of our family life will be forever transformed." "Based on extensive original research, including interviews with Digital Natives around the world, Born Digital explores a broad range of issues, from the highly philosophical to the purely practical: What does identity mean for young people who have dozens of online profiles and avatars? Should we worry about privacy issues - or is privacy even a relevant concern for Digital Natives? How does the concept of safety translate into an increasingly virtual world? Are online games addictive, and how do we need to worry about violent video games? What is the Internet's impact on creativity and learning? What lies ahead - socially, professionally, and psychologically - for this generation?" A smart, practical guide to a brave new world and its complex inhabitants, Born Digital will be essential reading for parents, teachers, and the myriad of confused adults who want to understand the digital present - and shape the digital future.

    And, although novels and short stories built the foundations of science fiction, film and television have emerged as equally powerful, experimental, and enjoyable ways to experience the genre. Even as far back as the silent era, films like Fritz Lang’s Metropolis have used science fiction to tell stories that explore many facets of human experience.In Sci-Phi: Science Fiction as Philosophy, Professor of Philosophy David Kyle Johnson of King’s College takes you on a 24-lecture exploration of the final frontiers of philosophy across several decades of science fiction in film and television. From big-budget blockbusters to television series featuring aliens in rubber masks, Professor Johnson finds food for philosophical thought in a wide range of stories. By looking at serious questions through astonishing tales and astounding technologies, you will see how science fiction allows us to consider immense, vital—and sometimes controversial—ideas with a rare combination of engagement and critical distance.The Future Is NowScience fiction is often concerned with the future, being used not only as a tool of prediction—humans are notoriously bad at accurately predicting the future—but also as one of extrapolation and interrogation. Rather than simply asking what the future will look like, the futuristic visions of sci-fi TV, like Star Trek, Firefly, and even the animated comedy Futurama, offer compelling statements about humanity’s hopes, dreams, and fears. We can, therefore, use fictionalized futures to better understand today’s world.Setting a story in the future—or in an alternate reality, or on a faraway planet—also allows sci-fi creators to open up the realm of possibility beyond what our current world offers, while also looking at very real scientific possibilities. As you look at sci-fi films like Arrival and Interstellar, Professor Johnson highlights the kinds of issues worth considering if contact with extraterrestrial life or time travel became part of our real-life experience. And even if these experiences remain in the realm of fiction, considering them still provides insight into important philosophical questions. Indeed, throughout the lectures of Sci-Phi, you will ponder many questions that have concerned philosophers for centuries, including:Do humans truly have free will?Could machines one day be conscious? Or be sentient?Could we actually be living in a simulated world?How will humanity confront a future of diminished resources and advancing technology?Are science and religion compatible?When, if ever, is war justified?How do we know what information to trust and what to dismiss?Exploring Reality through FictionStaples of science fiction like time travel, alternate universes, and extraterrestrial life are endlessly fascinating ideas to explore. Yet, despite the insights they can give us, they may not seem very relevant to everyday life. Even our conception of reality—what is real and what isn’t—can have little bearing on the more mundane aspects of living from day to day. But science fiction, for all its futurism and outlandish flourishes, is not limited to these theoretical concepts; it is also a window into crucial discussions about the here and now, questions concerning ethics, power, religion, tolerance, social justice, politics, and the many practical dimensions of living in a world that is constantly changing and forever presenting humans with fresh new dilemmas to solve. And by removing us from reality, sci-fi can also remove our biases and make us see such issues anew.Indeed, as Professor Johnson makes clear, stories of simulated worlds and artificial intelligence can seem far-fetched, but they actually offer valuable insights into social and ethical issues that may be more immediate and relevant than they first appear. By looking at them through fiction, we can take a step back and get a clearer picture of the larger implications. For instance, by looking at characters like Commander Data in Star Trek: The Next Generation or the Cylons in Battlestar Galactica, we are forced to wonder: If we create artificial intelligence that achieves true sentience, how will we treat these man-made beings? Will we repeat the sins of the past by enslaving them or will we embrace them as our equals? If we are ever able to re-create a convincing version of the world via computers, as films like The Matrix and The Thirteenth Floor suggest, do the lives lived in those simulations mean less than those in the “real” world? The answers to these questions—and many others—speak volumes about human values and, given our ever-evolving technology, may require answers sooner rather than later.You may be surprised to see how often a science fiction story can “trick” you into thinking about questions and concepts you may have never considered. Shows like The Twilight Zone and Black Mirror overtly present questions and issues for audiences to ponder. However, while other films and television shows may seem to focus more on the adventure and entertainment value of science fiction, they still often have deep philosophical dimensions. Consider the long-running British TV series Doctor Who. A beloved icon of science fiction, the show has always been framed as simply the exciting weekly adventures of a time-traveling alien; yet, throughout its decades on television, it has explored issues of autonomy, sentience, pacifism, colonialism, racism, grief, morality, and much more.A Unique View of PhilosophyWhile each lecture of Sci-Phi focuses on a few key films or television episodes, you will also explore dozens of other movies and TV episodes along the way. Likewise, each philosophical concept you explore opens the door to further discovery. Throughout the lectures, you will be introduced to the ideas of great thinkers like Descartes, Hobbes, Locke, Marx, Nietzsche, Sartre, Turing, Baudrillard, and many others; and through these ideas, you will better understand the different ways philosophy examines the big questions, from metaphysics and epistemology to existentialism and ethics.Fans of the genre will find their experience of sci-fi stories enriched by layers of philosophical inquiry that reveal each story to be much more than just entertainment. Similarly, those who are looking for a thrilling and accessible introduction to philosophy will be equally rewarded by Professor Johnson’s breadth of knowledge, as well as his deep and abiding love for both science fiction storytelling and philosophical exploration. As you engage with philosophy by way of sci-fi stories for screens both large and small, it is important to keep in mind that Professor Johnson will not shy away from revealing key plot points in many of the stories he explores throughout the lectures; so, although it is not required, watching the films and TV episodes at the heart of each lecture is recommended. Presented as a one-on-one conversation and enlivened by fun visual references to many of the stories you will encounter, Sci-Phi: Science Fiction as Philosophy is a philosophy course unlike any other.Whether telling stories of far-flung futures or investigating the here and now, science fiction is an invaluable source of intellectual and imaginative exploration. From the genre-defining classics like Star Wars, Doctor Who, 2001: A Space Odyssey, and The Twilight Zone to a new wave of speculative tales like Transcendence, Snowpiercer, Westworld, and The Hunger Games, sci-fi stories offer a uniquely engaging and incisive way to ask serious questions about the world we live in, even when those stories are set in a galaxy far, far away. Philosophy is the search for truth. Sometimes that truth is best revealed through fiction.

    A retail store uses predictive data analytics to send pregnancy-related advertising to a teenager who has not told her parents about her condition. A police officer places a GPS device on a suspected criminal's car to follow him and build a case against him. The news is full of such stories, in which new technologies lead to dilemmas that could not have been imagined just a few decades ago. The 21st century has seen remarkable technological advances, with many wonderful benefits. But with these advances come new questions about privacy, security, civil liberties, and more. Big Data is here, which means that government and private industries are collecting massive amounts of information about each of us - information that may be used in marketing, to help solve criminal investigations, and to promote the interests of national security. Pandora's box has been opened, but in many ways the government is behind the times, relying on legislation from the 1970s to inform its stance on regulating the collection and use of this information. Taught by Professor Rosenzweig, JD, esteemed legal expert and professorial lecturer at The George Washington University School of Law, these 24 revealing lectures tackle the tough questions about surveillance and data in the 21st century. With Professor Rosenzweig's guidance, you'll scrutinize our system of oversight for intelligence agencies, and you'll consider the ways in which the information that is collected impacts (or potentially impacts) our civil liberties. This is your reliable source for all the facts you need to make your own reasonable choices - and take a first step toward an empowered future.

    "A meditation on what it might mean to be human in an age of ever-accelerating technology"--

    In 1967, they said the USSR would have one of the fastest-growing economies in the year 2000; in 2000, the USSR did not exist. In 1911, it was pronounced that there would be no more wars in Europe; we all know how that turned out. Face it, experts are about as accurate as dart-throwing monkeys. And yet every day we ask them to predict the future — everything from the weather to the likelihood of a catastrophic terrorist attack. Future Babble is the first book to examine this phenomenon, showing why our brains yearn for certainty about the future, why we are attracted to those who predict it confidently, and why it’s so easy for us to ignore the trail of outrageously wrong forecasts.In this fast-paced, example-packed, sometimes darkly hilarious book, journalist Dan Gardner shows how seminal research by UC Berkeley professor Philip Tetlock proved that pundits who are more famous are less accurate — and the average expert is no more accurate than a flipped coin. Gardner also draws on current research in cognitive psychology, political science, and behavioral economics to discover something quite reassuring: The future is always uncertain, but the end is not always near.