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.

    With the clarity and originality that distinguished his prescient bestseller, Twilight of the Elites, Chris Hayes upends our national conversation on policing and democracy in a book of wide-ranging historical, social, and political analysis.Hayes contends our country has fractured in two: the Colony and the Nation. In the Nation, we venerate the law. In the Colony, we obsess over order, fear trumps civil rights, and aggressive policing resembles occupation. A Colony in a Nation explains how a country founded on justice now looks like something uncomfortably close to a police state. How and why did Americans build a system where conditions in Ferguson and West Baltimore mirror those that sparked the American Revolution?A Colony in a Nation examines the surge in crime that began in the 1960s and peaked in the 1990s, and the unprecedented decline that followed. Drawing on close-hand reporting at flashpoints of racial conflict, as well as deeply personal experiences with policing, Hayes explores cultural touchstones, from the influential “broken windows” theory to the “squeegee men” of late-1980s Manhattan, to show how fear causes us to make dangerous and unfortunate choices, both in our society and at the personal level. With great empathy, he seeks to understand the challenges of policing communities haunted by the omnipresent threat of guns. Most important, he shows that a more democratic and sympathetic justice system already exists―in a place we least suspect.A Colony in a Nation is an essential book―searing and insightful―that will reframe our thinking about law and order in the years to come.

    Gholdy E. Muhammad presents a four-layered equity framework—one that is grounded in history and restores excellence in literacy education. This framework, which she names, Historically Responsive Literacy, was derived from the study of literacy development within 19th-century Black literacy societies. The framework is essential and universal for all students, especially youth of color, who traditionally have been marginalized in learning standards, school policies, and classroom practices. The equity framework will help educators teach and lead toward the following learning goals or pursuits:  Identity Development—Helping youth to make sense of themselves and othersSkill Development— Developing proficiencies across the academic disciplinesIntellectual Development—Gaining knowledge and becoming smarterCriticality—Learning and developing the ability to read texts (including print and social contexts) to understand power, equity, and anti-oppression When these four learning pursuits are taught together—through the Historically Responsive Literacy Framework, all students receive profound opportunities for personal, intellectual, and academic success. Muhammad provides probing, self-reflective questions for teachers, leaders, and teacher educators as well as sample culturally and historically responsive sample plans and text sets across grades and content areas. In this book, Muhammad presents practical approaches to cultivate the genius in students and within teachers.

    He writes about families coping with deafness, dwarfism, Down's syndrome, autism, schizophrenia, or multiple severe disabilities; with children who are prodigies, who are conceived in rape, who become criminals, who are transgender. While each of these characteristics is potentially isolating, the experience of difference within families is universal, and Solomon documents triumphs of love over prejudice in every chapter.All parenting turns on a crucial question: to what extent should parents accept their children for who they are, and to what extent they should help them become their best selves. Drawing on ten years of research and interviews with more than three hundred families, Solomon mines the eloquence of ordinary people facing extreme challenges.Elegantly reported by a spectacularly original and compassionate thinker, Far from the Tree explores how people who love each other must struggle to accept each other—a theme in every family’s life.

    Change is constant. The world is in a continual state of flux. It is a stream of ever-mutating, emergent patterns. Rather than steel ourselves against such change, this book invites us to feel, map, assess, and learn from the swirling patterns around us in order to better understand and influence them as they happen. This is a resolutely materialist “spirituality” based equally on science and science fiction, a visionary incantation to transform that which ultimately transforms us.adrienne maree brown, co-editor of Octavia’s Brood: Science Fiction from Social Justice Movements, is a social justice facilitator, healer, and doula living in Detroit.

    Structured around the forty questions Luiselli translates and asks undocumented Latin-American children facing deportation, Tell Me How It Ends (an expansion of her 2016 Freeman's essay of the same name) humanizes these young migrants and highlights the contradiction of the idea of America as a fiction for immigrants with the reality of racism and fear both here and back home."

    For over a decade Philippe Bourgois and Jeff Schonberg followed a social network of two dozen heroin injectors and crack smokers in the San Francisco drug scene, accompanying them as they scrambled to generate income through burglary, larceny, panhandling, recycling, and day labor. Righteous Dopefiend interweaves stunning black-and-white photography with vivid dialogue, oral biography, detailed field notes, and critical theoretical analysis to viscerally illustrate the life of a drug addict. Its gripping narrative develops a cast of characters around the themes of violence, racism and race relations, sexuality, trauma, embodied suffering, social inequality, and power relations. The result is a dispassionate chronicle of fixes and overdoses; of survival, loss, caring, and hope rooted in the drug abusers’ determination to hang on for one more day, through a "moral economy of sharing" that precariously balances mutual solidarity and interpersonal betrayal.

    Now, in a visually rich and deeply inspiring book, the leaders and activists of these and other movements distill their wisdom, sharing lessons of what makes—and what hinders—transformative social change.Longtime social activist Greg Jobin-Leeds joins forces with AgitArte, a collective of artists and organizers, to capture the stories, philosophy, tactics, and art of today’s leading social change movements. When We Fight, We Win! weaves together interviews with today’s most successful activists and artists from across the country and beyond—including Patrisse Cullors-Brignac, Bill McKibben, Clayton Thomas-Muller, Karen Lewis, Favianna Rodriguez, Rea Carey, and Gaby Pacheco, among others—with narrative recountings of strategies and campaigns alongside full-color photos. It includes a foreword by Rinku Sen and an afterword by Antonia Darder.When We Fight, We Win! will give a whole generation of readers the chance to celebrate and benefit from a remarkable decade of activism—a decade that shows just how ripe these times are for social transformation.

    They have presided over multinational feminist organizations and written much of what we consider the feminist canon, espousing sexual liberation and satisfaction, LGBTQ inclusion, and racial solidarity, all while branding the language of the movement itself in whiteness and speaking over Black and Brown women in an effort to uphold privilege and perceived cultural superiority. An American Muslim woman, attorney, and political philosopher, Rafia Zakaria champions a reconstruction of feminism in Against White Feminism, centering women of color in this transformative overview and counter-manifesto to white feminism’s global, long-standing affinity with colonial, patriarchal, and white supremacist ideals.Covering such ground as the legacy of the British feminist imperialist savior complex and “the colonial thesis that all reform comes from the West” to the condescension of the white feminist–led “aid industrial complex” and the conflation of sexual liberation as the “sum total of empowerment,” Zakaria follows in the tradition of intersectional feminist forebears Kimberlé Crenshaw, Adrienne Rich, and Audre Lorde. Zakaria ultimately refutes and reimagines the apolitical aspirations of white feminist empowerment in this staggering, radical critique, with Black and Brown feminist thought at the forefront.