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.

    This definitive book was the first to address critical questions about women and mental health. Combining patient interviews with an analysis of women's roles in history, society, and myth Chesler concludes that there is a terrible double standard when it comes to women's psychology. In this new edition, she addresses head-on many of the most relevant issues to women and mental health today, including eating disorders, social acceptance of antidepressants, addictions, sexuality, postpartum depression, and more. Fully revised and updated, Women and Madness remains as important today as it was when first published in 1972.

    The Geek Feminist Revolution also features several entirely new essays written specifically for this volume.Unapologetically outspoken, Hurley has contributed essays to The Atlantic, Locus, Tor.com, and elsewhere on the rise of women in genre, her passion for science fiction and fantasy, and the diversification of publishing.

    A bacha posh (literally translated from Dari as "dressed up like a boy") is a third kind of child – a girl temporarily raised as a boy and presented as such to the outside world. Jenny Nordberg, the reporter who broke the story of this phenomenon for the New York Times, constructs a powerful and moving account of those secretly living on the other side of a deeply segregated society where women have almost no rights and little freedom. The Underground Girls of Kabul is anchored by vivid characters who bring this remarkable story to life: Azita, a female parliamentarian who sees no other choice but to turn her fourth daughter Mehran into a boy; Zahra, the tomboy teenager who struggles with puberty and refuses her parents' attempts to turn her back into a girl; Shukria, now a married mother of three after living for twenty years as a man; and Nader, who prays with Shahed, the undercover female police officer, as they both remain in male disguise as adults. At the heart of this emotional narrative is a new perspective on the extreme sacrifices of Afghan women and girls against the violent backdrop of America's longest war. Divided into four parts, the book follows those born as the unwanted sex in Afghanistan, but who live as the socially favored gender through childhood and puberty, only to later be forced into marriage and childbirth. The Underground Girls of Kabul charts their dramatic life cycles, while examining our own history and the parallels to subversive actions of people who live under oppression everywhere.

    Often the labels has nothing to do with sex -- the girls simply do not fit in.  An important account of the lives of these young women, Slut! weaves together powerful oral histories of girls and women who finally overcame their sexual labels with a cogent analysis of the underlying problem of sexual stereotyping.Author Leora Tanenbaum herself was labeled a slut in high school.  The confessional article she wrote for Seventeen about the experience caused a sensation and led her to write this book.

    Debra Soh uses a research-based approach to address this hot-button topic, unmasking popular misconceptions about the nature vs. nurture debate and exploring what it means to be a woman or a man in today’s society. Both scientific and objective, and drawing on original research and carefully conducted interviews, Soh tackles a wide range of issues, such as gender-neutral parenting, gender dysphoric children, and the neuroscience of being transgender. She debates today’s accepted notion that gender is a social construct and a spectrum, and challenges the idea that there is no difference between how male and female brains operate. The End of Gender is a conversation-starting work that will challenge what you thought you knew about gender, identity, and everything in between. Timely, informative, and provocative, it will arm you with the facts you need to come to your own conclusions about gender identity and its place in the world today.

    Feminism’s success is down to complicated, contradictory, imperfect women, who fought each other as well as fighting for equal rights. Helen Lewis argues that too many of these pioneers have been whitewashed or forgotten in our modern search for feel-good, inspirational heroines. It’s time to reclaim the history of feminism as a history of difficult women.In this book, you’ll meet the working-class suffragettes who advocated bombings and arson; the princess who discovered why so many women were having bad sex; the pioneer of the refuge movement who became a men’s rights activist; the ‘striker in a sari’ who terrified Margaret Thatcher; the wronged Victorian wife who definitely wasn’t sleeping with the prime minister; and the lesbian politician who outraged the country. Taking the story up to the present with the twenty-first-century campaign for abortion services, Helen Lewis reveals the unvarnished – and unfinished – history of women’s rights.Drawing on archival research and interviews, Difficult Women is a funny, fearless and sometimes shocking narrative history, which shows why the feminist movement has succeeded – and what it should do next. The battle is difficult, and we must be difficult too.

    Kristof and Sheryl WuDunn as our guides, we undertake an odyssey through Africa and Asia to meet the extraordinary women struggling there, among them a Cambodian teenager sold into sex slavery and an Ethiopian woman who suffered devastating injuries in childbirth. Drawing on the breadth of their combined reporting experience, Kristof and WuDunn depict our world with anger, sadness, clarity, and, ultimately, hope.They show how a little help can transform the lives of women and girls abroad. That Cambodian girl eventually escaped from her brothel and, with assistance from an aid group, built a thriving retail business that supports her family. The Ethiopian woman had her injuries repaired and in time became a surgeon. A Zimbabwean mother of five, counseled to return to school, earned her doctorate and became an expert on AIDS.Through these stories, Kristof and WuDunn help us see that the key to economic progress lies in unleashing women’s potential. They make clear how so many people have helped to do just that, and how we can each do our part. Throughout much of the world, the greatest unexploited economic resource is the female half of the population. Countries such as China have prospered precisely because they emancipated women and brought them into the formal economy. Unleashing that process globally is not only the right thing to do; it’s also the best strategy for fighting poverty.Deeply felt, pragmatic, and inspirational, Half the Sky is essential reading for every global citizen.

    Reflecting on our increasingly diet and body-obsessed society, Susie Orbach's new introduction explains how generations of women and girls are growing up absorbing the eating anxieties around them. In an age where women want to be sexy, nurturing, domestic goddesses, confident at work, and feminine too, the twenty-first-century woman is poorly armed for survival. Never before has the Fat Is A Feminist Issue revolution been more in need of revival.Exploring our love/hate relationship with food, Susie Orbach describes how fat is about so much more than food. It is a response to our social situation; the way we are seen by others and ourselves. Too often food is a source of anguish, as are our bodies. But Fat Is A Feminist Issue discusses how we can turn food into a friend and find ways to accept ourselves for who and how we are. Following the step-by-step guide, and you too can put an end to food anxieties and dieting.

    In just ten years, laws, company policies, school and university curricula, sport, medical protocols, and the media have been reshaped to privilege self-declared gender identity over biological sex. People are being shamed and silenced for attempting to understand the consequences of redefining ‘man’ and ‘woman’. While compassion for transgender lives is well-intentioned, it is stifling much-needed inquiry into the significance of our bodies.

    Stack, a stunning memoir of raising her children abroad with the help of Chinese and Indian women who are also working mothersWhen Megan Stack was living in Beijing, she left her prestigious job as a foreign correspondent to have her first child and work from home writing a book. She quickly realized that caring for a baby and keeping up with the housework while her husband went to the office each day was consuming the time she needed to write. This dilemma was resolved in the manner of many upper-class families and large corporations: she availed herself of cheap Chinese labor. The housekeeper Stack hired was a migrant from the countryside, a mother who had left her daughter in a precarious situation to earn desperately needed cash in the capital. As Stack's family grew and her husband's job took them to Delhi, a series of Chinese and Indian women cooked, cleaned, and babysat in her home. Stack grew increasingly aware of the brutal realities of their lives: domestic abuse, alcoholism, unplanned pregnancies. Hiring poor women had given her the ability to work while raising her children, but what ethical compromise had she made?Determined to confront the truth, Stack traveled to her employees' homes, met their parents and children, and turned a journalistic eye on the tradeoffs they'd been forced to make as working mothers seeking upward mobility--and on the cost to the children who were left behind.Women's Work is an unforgettable story of four women as well as an electrifying meditation on the evasions of marriage, motherhood, feminism, and privilege.

    As author Jody Raphael reveals in Rape Is Rape, the more acquaintance rape is reported and taken seriously by prosecutors, judges, and juries, the louder the clamor of rape denial becomes.Through firsthand interviews with victims, medical and judicial records, social media analysis, and statistics from government agencies, Rape Is Rape exposes the tactics used by the deniers, a group that includes conservatives and right-wing Christians as well as some controversial feminists. The personal stories of young acquaintance rape victims whom Raphael interviewed demonstrate how assaults on their credibility, buttressed by claims of low prevalence, prevent many from holding their rapists accountable, enabling them to rape others with impunity.Rape Is Rape is an exposé of those using rape denial to further their political agendas, and it is a call to action to protect the rights of women and girls, making it safe for victims to come forward, and end the acquaintance rape crisis. A resources section is included for those seeking help, advice, or hoping to get involved.

    They wound, they inflate, they define, they demean. They have nuance and power. "Effortless," "Sassy," "Ambitious," "Aggressive": What subtle digs and sneaky implications are conveyed when women are described with words like these? Words are made into weapons, warnings, praise, and blame, bearing an outsized influence on women's lives -- to say nothing of our moods.No one knows this better than Lizzie Skurnick, writer of the New York Times' column "That Should be A Word" and a veritable queen of cultural coinage. And in Pretty Bitches, Skurnick has rounded up a group of powerhouse women writers to take on the hidden meanings of these words, and how they can limit our worlds -- or liberate them. From Laura Lipmann and Meg Wolizer to Jennifer Weiner and Rebecca Traister, each writer uses her word as a vehicle for memoir, cultural commentary, critique, or all three. Spanning the street, the bedroom, the voting booth, and the workplace, these simple words have huge stories behind them -- stories it's time to examine, re-imagine, and change.

    Misogyny encompasses the Church, witch hunts, sexual theory, Nazism, pro-life campaigners, and finally, today's developing world, where women are increasingly and disproportionately at risk because of radicalized religious beliefs, famine, war, and disease. Extensively researched, highly readable and provocative, this book chronicles an ancient, pervasive and enduring injustice. The questions it poses deal with the fundamentals of human existence — sex, love, violence — that have shaped the lives of humans throughout history, and ultimately limn an abuse of human rights on a nearly unthinkable scale.

    Gina Rippon finally challenges this damaging myth by showing how the science community has engendered bias and stereotype by rewarding studies that show difference rather than sameness. Drawing on cutting edge research in neuroscience and psychology, Rippon presents the latest evidence which she argues, finally proves that brains are like mosaics comprised of both male and female components, and that they remain plastic, adapting throughout the course of a person’s life. Discernable gender identities, she asserts, are shaped by society where scientific misconceptions continue to be wielded and perpetuated to the detriment of our children, our own lives, and our culture.