Data Feminism
Catherine D'Ignazio · Lauren F. Klein
вер 2020 · Tantor Media Inc · Чытае Teri Schnaubelt
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Today, data science is a form of power. 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.
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Catherine D'Ignazio is assistant professor of urban science and planning in the Department of Urban Studies and Planning at MIT.
Lauren F. Klein is associate professor of English and quantitative theory and methods at Emory University.
Teri Schnaubelt is a Chicago-based stage, on-camera, and voice actor as well as oil painter and photographer. She has voiced over 100 books for New York Times and USA Today bestselling authors, in addition to helping independent authors get their stories heard.
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