Data Feminism


Catherine D’Ignazio - 2020
    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.

Jumped In: What Gangs Taught Me about Violence, Drugs, Love, and Redemption


Jorja Leap - 2012
    The stakes—then and now—could not be higher: a child or teenager is killed by gunfire every three hours—and homicide is the leading cause of death for African American males between the ages of fifteen and thirty-four.   In Jumped In, Leap brings us stories that reach behind the statistics and sensational media images to the real lives of those stuck in—and trying to escape— "la vida loca.” With the eye of an anthropologist and a heart full of compassion, this small, tough woman from UCLA travels some of the most violent and poverty-stricken neighborhoods, riding along in police cruisers and helicopters, and talking with murderers and drug dealers, victims and grieving mothers.   Through oral histories, personal interviews, and eyewitness accounts of current and former gang members, as well as the people who love and work alongside them, readers come to understand both the people pulled into gangs and those trying mightily to forge alternatives and help their community. In delving into the personal lives of current and former gang members, Leap aims not only to find out what leads them to crime and how to deal most effectively with gang activity, but also to hear the voices of those most often left out of the political conversation and to learn from leaders who offer a different kind of hope, through community outreach and jobs programs.   As she forges lasting friendships in this community and becomes immersed in others’ triumphs and tragedies, Leap’s personal and professional lives intersect in sometimes incendiary ways. With a husband in the Los Angeles Police Department and a daughter in adolescence, she faces plenty of family dilemmas herself. Ultimately, Jumped In is a chronicle of the unexpected lessons gang members taught her while she was busily studying them, and how they changed her forever.

Black Elk Speaks: Being the Life Story of a Holy Man of the Oglala Sioux


John G. Neihardt - 1932
    Black Elk's searing visions of the unity of humanity and Earth, conveyed by John G. Neihardt, have made this book a classic that crosses multiple genres. Whether appreciated as the poignant tale of a Lakota life, as a history of a Native nation, or as an enduring spiritual testament, Black Elk Speaks is unforgettable.Black Elk met the distinguished poet, writer, and critic John G. Neihardt in 1930 on the Pine Ridge Reservation in South Dakota and asked Neihardt to share his story with the world. Neihardt understood and conveyed Black Elk's experiences in this powerful and inspirational message for all humankind.

The Geeks Shall Inherit the Earth: Popularity, Quirk Theory and Why Outsiders Thrive After High School


Alexandra Robbins - 2009
    Of course, in middle school and high school, almost everyone is an outsider: the nerds, the new girls, the band geeks, the loners; even the "popular" cheerleaders. Alexandra Robbins' The Geeks Shall Inherit the Earth takes us inside the hallways of real schools to show us how shifting cliques and permanent marginalization affect children. Following individual students over the course of a year, she tracks the plight and possibilities of self-confessed nerds, freaks, punks, Goths, and weirdos. Her central message is heartening: Our increasingly homogenized society ultimately needs and welcomes the cafeteria fringe.

On the Run: Fugitive Life in an American City


Alice Goffman - 2014
    Arrest quotas and high-tech surveillance techniques criminalize entire blocks, and transform the very associations that should stabilize young lives—family, relationships, jobs—into liabilities, as the police use such relationships to track down suspects, demand information, and threaten consequences. Alice Goffman spent six years living in one such neighborhood in Philadelphia, and her close observations and often harrowing stories reveal the pernicious effects of this pervasive policing. Goffman introduces us to an unforgettable cast of young African American men who are caught up in this web of warrants and surveillance—some of them small-time drug dealers, others just ordinary guys dealing with limited choices. All find the web of presumed criminality, built as it is on the very associations and friendships that make up a life, nearly impossible to escape. We watch as the pleasures of summer-evening stoop-sitting are shattered by the arrival of a carful of cops looking to serve a warrant; we watch—and can’t help but be shocked—as teenagers teach their younger siblings and cousins how to run from the police (and, crucially, to keep away from friends and family so they can stay hidden); and we see, over and over, the relentless toll that the presumption of criminality takes on families—and futures. While not denying the problems of the drug trade, and the violence that often accompanies it, through her gripping accounts of daily life in the forgotten neighborhoods of America's cities, Goffman makes it impossible for us to ignore the very real human costs of our failed response—the blighting of entire neighborhoods, and the needless sacrifice of whole generations.

The End of Karma: Hope and Fury Among India's Young


Somini Sengupta - 2016
    Returning thirty years later as the bureau chief for The New York Times, she found a vastly different country: one defined as much by aspiration and possibility—at least by the illusion of possibility—as it is by the structures of sex and caste. The End of Karma is an exploration of this new India through the lens of young people from different worlds: a woman who becomes a Maoist rebel; a brother charged for the murder of his sister, who had married the “wrong” man; a woman who opposes her family and hopes to become a police officer. Driven by aspiration—and thwarted at every step by state and society—they are making new demands on India’s democracy for equality of opportunity, dignity for girls, and civil liberties. Sengupta spotlights these stories of ordinary men and women, weaving together a groundbreaking portrait of a country in turmoil.

Argonauts of the Western Pacific


Bronisław Malinowski - 1961
    His pages have become an almost indispensable link between the knowing of exotic and remote people with theoretical knowledge about humankind. This volume--originally published in 1922--can be considered the founding document of economic anthropology, and remains the best one to read. It emphasizes the great significance of primitive economics by singling out the notable exchange system of the Trobriand Islands for special consideration. Although the main theme is economic, constant reference is made in this milestone of anthropological research and interpretation to social organization, life and meaning, the power of magic, and to mythology and folklore.

Stigma: Notes on the Management of Spoiled Identity


Erving Goffman - 1963
    Disqualified from full social acceptance, they are stigmatized individuals. Physically deformed people, ex-mental patients, drug addicts, prostitutes, or those ostracized for other reasons must constantly strive to adjust to their precarious social identities. Their image of themselves must daily confront and be affronted by the image which others reflect back to them.Drawing extensively on autobiographies and case studies, sociologist Erving Goffman analyzes the stigmatized person’s feelings about himself and his relationship to “normals” He explores the variety of strategies stigmatized individuals employ to deal with the rejection of others, and the complex sorts of information about themselves they project. In Stigma the interplay of alternatives the stigmatized individual must face every day is brilliantly examined by one of America’s leading social analysts.

Convergence Culture: Where Old and New Media Collide


Henry Jenkins - 2006
    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.

The Elementary Forms of Religious Life


Émile Durkheim - 1912
    He investigates what he considered to be the simplest form of documented religion - totemism among the Aborigines of Australia. For Durkheim, studying Aboriginal religion was a way 'to yield an understanding of the religious nature of man, by showing us an essential and permanent aspect of humanity'. The need and capacity of men and women to relate to one another socially lies at the heart of Durkheim's exploration, in which religion embodies the beliefs that shape our moral universe. The Elementary Forms has been applauded and debated by sociologists, anthropologists, ethnographers, philosophers, and theologians, and continues to speak to new generations about the intriguing origin and nature of religion and society. This new, lightly abridged edition provides an excellent introduction to Durkheim's ideas.

The Modern Temper: American Culture and Society in the 1920s


Lynn Dumenil - 1995
    Lynn Dumenil brings a fresh interpretation to a dramatic, important, and misunderstood decade. As her lively work makes clear, changing values brought an end to the repressive Victorian era; urban liberalism emerged; the federal bureaucracy was expanded; pluralism became increasingly important to America's heterogeneous society; and different religious, ethnic, and cultural groups encountered the homogenizing force of a powerful mass-consumer culture. The Modern Temper brings these many developments into sharp focus.

Discourse on Colonialism


Aimé Césaire - 1950
    Nearly twenty years later, when published for the first time in English, Discourse on Colonialism inspired a new generation engaged in the Civil Rights, Black Power, and antiwar movements. Aimé Césaire eloquently describes the brutal impact of capitalism and colonialism on both the colonizer and colonized, exposing the contradictions and hypocrisy implicit in western notions of "progress" and "civilization" upon encountering the "savage," "uncultured," or "primitive." He reaffirms African values, identity, and culture, and their relevance, reminding us that "the relationship between consciousness and reality is extremely complex. . . . It is equally necessary to decolonize our minds, our inner life, at the same time that we decolonize society." An interview with Aimé Césaire by the poet René Depestre is also included.

Listen Up: Voices From the Next Feminist Generation


Barbara Findlen - 1995
    Exploring and revealing the lives of today's young feminists--the Third Wave--a collection of essays by thirty diverse members of the twenty-something generation covers a wide range of topics including racism, sex, identity, AIDS, revolution, and abortion.

Not for Profit: Why Democracy Needs the Humanities


Martha C. Nussbaum - 2010
    Historically, the humanities have been central to education because they have rightly been seen as essential for creating competent democratic citizens. But recently, Nussbaum argues, thinking about the aims of education has gone disturbingly awry both in the United States and abroad. Anxiously focused on national economic growth, we increasingly treat education as though its primary goal were to teach students to be economically productive rather than to think critically and become knowledgeable and empathetic citizens. This shortsighted focus on profitable skills has eroded our ability to criticize authority, reduced our sympathy with the marginalized and different, and damaged our competence to deal with complex global problems. And the loss of these basic capacities jeopardizes the health of democracies and the hope of a decent world. In response to this dire situation, Nussbaum argues that we must resist efforts to reduce education to a tool of the gross national product. Rather, we must work to reconnect education to the humanities in order to give students the capacity to be true democratic citizens of their countries and the world. Drawing on the stories of troubling--and hopeful--educational developments from around the world, Nussbaum offers a manifesto that should be a rallying cry for anyone who cares about the deepest purposes of education.

Diffusion of Innovations


Everett M. Rogers - 1982
    It has sold 30,000 copies in each edition and will continue to reach a huge academic audience.In this renowned book, Everett M. Rogers, professor and chair of the Department of Communication & Journalism at the University of New Mexico, explains how new ideas spread via communication channels over time. Such innovations are initially perceived as uncertain and even risky. To overcome this uncertainty, most people seek out others like themselves who have already adopted the new idea. Thus the diffusion process consists of a few individuals who first adopt an innovation, then spread the word among their circle of acquaintances--a process which typically takes months or years. But there are exceptions: use of the Internet in the 1990s, for example, may have spread more rapidly than any other innovation in the history of humankind. Furthermore, the Internet is changing the very nature of diffusion by decreasing the importance of physical distance between people. The fifth edition addresses the spread of the Internet, and how it has transformed the way human beings communicate and adopt new ideas.