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.

    The book begins with an introduction to the language of statistics and then covers descriptive statistics and inferential statistics. Throughout, the author offers readers:- Difficulty Rating Index for each chapter′s material- Tips for doing and thinking about a statistical technique- Top tens for everything from the best ways to create a graph to the most effective techniques for data collection- Steps that break techniques down into a clear sequence of procedures- SPSS tips for executing each major statistical technique- Practice exercises at the end of each chapter, followed by worked out solutions.The book concludes with a statistical software sampler and a description of the best Internet sites for statistical information and data resources. Readers also have access to a website for downloading data that they can use to practice additional exercises from the book. Students and researchers will appreciate the book′s unhurried pace and thorough, friendly presentation.

    They all argue that the unique social and cultural position Black students occupy, in a society which often devalues and stereotypes African American identity, fundamentally shapes students' experience of school and sets up unique obstacles. And they all argue that a proper understanding of the forces at work can lead to practical, powerful methods for promoting high achievement at all levels.Theresa Perry argues that African-American students face dilemmas, founded in the experience of race and ethnicity in America, that make the task of achievement distinctive and difficult. (For instance: "How do I commit myself to achieve, to work hard over time in school, if I cannot predict when or under what circumstances this hard work will be acknowledged and recognized?") She uncovers a rich and powerful African- American philosophy of education, historically forged against such obstacles and capable of addressing them, by reading African-American narratives from Frederick Douglass to Maya Angelou. She carefully critiques the most popular theoretical explanations for group differences in achievement. And she lays out how educators today-in a postcivil rights era-can draw on theory and on the historical power of the African-American philosophy and tradition of education to reorganize the school experience of African-American students. Claude Steele reports stunningly clear empirical psychological evidence that when Black students believe they are being judged as members of a stereotyped group rather than as individuals, they do worse on tests. He finds the mechanism, which he calls "stereotype threat," to be a quite general one, affecting women's performance in mathematics, for instance, where stereotypes about gender operate. He analyzes the subtle psychology of stereotype threat and reflects on the broad implications of his research for education, suggesting techniques-based again on evidence from controlled psychological experiments-that teachers and mentors and schools can use to counter stereotype threat's powerful effect. Asa Hilliard's ends essay, against a variety of false theories and misguided views of African American achievement, and focuses on actual schools and programs and teachers around the country that allow African-American students achieve at high levels, describing what they are like and what makes them work. Young, Gifted, and Black will change the way we think and talk about African American student achievement and will be necessary reading on this topic for years to come.

    Noddings argues that such emphasis shortchanges not only the noncollege-bound whose interests are almost ignored, but even those who are preparing for college. The latter receive schooling for the head but little for the heart and soul. Noddings counteracts this condition, insisting that our aim should be to encourage the growth of competent, caring, loving and lovable persons, a moral priority that our educational system ignores. She argues that liberal education dictates what areas of pedagogy are socially acceptable - ignoring a student's wider range of abilities - and undervalues skills, attitudes and capacities traditionally associated with women. Contrarily, it is precisely the competence for caring, Nodding posits, that will prepare our students for the environment of the school, the world of work, the realm of ideas, and ultimately, for each other.

    I think I'm your birth mother."The phone call, wholly unexpected, instantly turned Sarah Saffian's world upside-down, threatening her sense of family, identity, self. Adopted as an infant twenty-three years before, living happily in New York, Sarah had been "found" by her biological parents despite her reluctance to embrace them.In this searing, lyrical memoir, Sarah chronicles her painful journey from confusion and anger to acceptance and, finally, reunion--but not until three soul-searching years had passed. In spare, luminous prose, Sarah Saffian crafts a powerful story of self-discovery and belonging--a deeply personal memoir told with grace, eloquence, and compassion. At once heartbreaking and profoundly uplifting, Ithaka is sure to touch anyone who has grappled with who they are.

    Half of all college courses are taught by adjunct faculty. The chances of an academic landing a tenure-track job seem only to shrink as student loan and credit card debts grow. What’s a frustrated would-be scholar to do? Can he really leave academia? Can a non-academic job really be rewarding—and will anyone want to hire a grad-school refugee?With “So What Are You Going to Do with That?” Susan Basalla and Maggie Debelius—Ph.D.’s themselves—answer all those questions with a resounding “Yes!” A witty, accessible guide full of concrete advice for anyone contemplating the jump from scholarship to the outside world, “So What Are You Going to Do with That?” covers topics ranging from career counseling to interview etiquette to translating skills learned in the academy into terms an employer can understand and appreciate. Packed with examples and stories from real people who have successfully made this daunting—but potentially rewarding— transition, and written with a deep understanding of both the joys and difficulties of the academic life, this fully revised and up-to-date edition will be indispensable for any graduate student or professor who has ever glanced at her CV, flipped through the want ads, and wondered, “What if?” “I will absolutely be recommending this book to our graduate students exploring their career options—I’d love to see it on the coffee tables in department lounges!”—Robin B. Wagner, former associate director for graduate career services, University of Chicago

    In Lead Like a PIRATE, education leaders Shelley Burgess and Beth Houf map out the character traits necessary to captain a school or district. You'll learn where to find the treasure that's already in your classrooms and schools--and how to bring out the very best in your educators. What does it take to be a PIRATE Leader? Passion--both professional and personal A willingness to Immerse yourself in your work Good Rapport with your staff, students and community The courage to Ask questions and Analyze what is and isn't working The determination to seek positive Transformation And the kind of Enthusiasm that gets others excited about education The ultimate goal for any education leader is to create schools and districts where students and staff are knocking down the doors to get in rather than out. This book will equip and encourage you to be relentless in your quest to make school amazing for your students, staff, parents, and communities. Are you ready to set sail?

    And, it turns out, many of these writers used methods that were just as inventive as the works they produced. Odd Type Writers explores the quirky writing habits of renowned authors, including Truman Capote, Ernest Hemingway, and Alexandre Dumas, among many others.* To meet his deadline for The Hunchback of Notre Dame, Victor Hugo placed himself under strict house arrest, locking up all of his clothes and wearing nothing but a large gray shawl until he finished the book.* Virginia Woolf used purple ink for love letters, diary entries, and to pen her acclaimed novel Mrs. Dalloway. Also, in her twenties, she preferred to write while standing up.* Friedrich Schiller kept a drawer full of rotten apples in his study. According to his wife, he couldn’t work without that pungent odor wafting into his nose.* Eudora Welty evaluated her work with scissors handy. If anything needed to be moved, she cut it right out of the page. Then she’d use pins to put the section in its new place.In Odd Type Writers, you’ll find out why James Joyce wrote in crayon, what Edgar Allan Poe’s cat was doing on his shoulder, why Vladimir Nabokov had to keep his feet wet, and the other peculiar tools and eccentric methods used to compose some of the greatest works of all time.

    Bellow. Strauss. Friedman. The University of Chicago has been the home of some of the most important thinkers of the modern age. But perhaps no name has been spoken with more respect than Turabian. The dissertation secretary at Chicago for decades, Kate Turabian literally wrote the book on the successful completion and submission of the student paper. Her Manual for Writers of Research Papers, Theses, and Dissertations, created from her years of experience with research projects across all fields, has sold more than seven million copies since it was first published in 1937.Now, with this seventh edition, Turabian’s Manual has undergone its most extensive revision, ensuring that it will remain the most valuable handbook for writers at every level—from first-year undergraduates, to dissertation writers apprehensively submitting final manuscripts, to senior scholars who may be old hands at research and writing but less familiar with new media citation styles. Gregory G. Colomb, Joseph M. Williams, and the late Wayne C. Booth—the gifted team behind The Craft of Research—and the University of Chicago Press Editorial Staff combined their wide-ranging expertise to remake this classic resource. They preserve Turabian’s clear and practical advice while fully embracing the new modes of research, writing, and source citation brought about by the age of the Internet.Booth, Colomb, and Williams significantly expand the scope of previous editions by creating a guide, generous in length and tone, to the art of research and writing. Growing out of the authors’ best-selling Craft of Research, this new section provides students with an overview of every step of the research and writing process, from formulating the right questions to reading critically to building arguments and revising drafts. This leads naturally to the second part of the Manual for Writers, which offers an authoritative overview of citation practices in scholarly writing, as well as detailed information on the two main citation styles (“notes-bibliography” and “author-date”). This section has been fully revised to reflect the recommendations of the fifteenth edition of The Chicago Manual of Style and to present an expanded array of source types and updated examples, including guidance on citing electronic sources.The final section of the book treats issues of style—the details that go into making a strong paper. Here writers will find advice on a wide range of topics, including punctuation, table formatting, and use of quotations. The appendix draws together everything writers need to know about formatting research papers, theses, and dissertations and preparing them for submission. This material has been thoroughly vetted by dissertation officials at colleges and universities across the country.This seventh edition of Turabian’s Manual for Writers of Research Papers, Theses, and Dissertations is a classic reference revised for a new age. It is tailored to a new generation of writers using tools its original author could not have imagined—while retaining the clarity and authority that generations of scholars have come to associate with the name Turabian.

    In Black Noise: Rap Music and Black Culture in Contemporary America, Tricia Rose, described by the New York Times as a "hip hop theorist," takes a comprehensive look at the lyrics, music, cultures, themes, and styles of this highly rhythmic, rhymed storytelling and grapples with the most salient issues and debates that surround it.Assistant Professor of Africana Studies and History at New York University, Tricia Rose sorts through rap's multiple voices by exploring its underlying urban cultural politics, particularly the influential New York City rap scene, and discusses rap as a unique musical form in which traditional African-based oral traditions fuse with cutting-edge music technologies. Next she takes up rap's racial politics, its sharp criticisms of the police and the government, and the responses of those institutions. Finally, she explores the complex sexual politics of rap, including questions of misogyny, sexual domination, and female rappers' critiques of men.But these debates do not overshadow rappers' own words and thoughts. Rose also closely examines the lyrics and videos for songs by artists such as Public Enemy, KRS-One, Salt N' Pepa, MC Lyte, and L. L. Cool J. and draws on candid interviews with Queen Latifah, music producer Eric "Vietnam" Sadler, dancer Crazy Legs, and others to paint the full range of rap's political and aesthetic spectrum. In the end, Rose observes, rap music remains a vibrant force with its own aesthetic, "a noisy and powerful element of contemporary American popular culture which continues to draw a great deal of attention to itself."

    Initiating and describing a theory and method of reading the metaphors and materiality of "the wake," "the ship," "the hold," and "the weather," Sharpe shows how the sign of the slave ship marks and haunts contemporary Black life in the diaspora and how the specter of the hold produces conditions of containment, regulation, and punishment, but also something in excess of them. In the weather, Sharpe situates anti-Blackness and white supremacy as the total climate that produces premature Black death as normative. Formulating the wake and "wake work" as sites of artistic production, resistance, consciousness, and possibility for living in diaspora, In the Wake offers a way forward.

    Packed with 30 exercises, abundant examples, and practical strategies, this guidebook will help you write unforgettable characters who "come alive" on the page, create compelling dialogue, and chart more breathtaking emotional journeys for your characters. Stant Litore is the author of The Ansible Stories, The Zombie Bible, The Running of the Tyrannosaurs, and Dante's Heart. Best known for his weird fiction, alternate history, and scifi, he has taught frequent courses for writers across the genres and has served as a developmental editor for Westmarch Publishing. His own fiction has been acclaimed by NPR, has served as the subject of scholarly work in Relegere and Weird Fiction Review, and he has been hailed as "SF's premier poet of loneliness." He lives in Colorado with his wife and two daughters, and is working on his next book.

    A six-step model offers invaluable assistance for selecting a topic, searching the literature, developing arguments, surveying the literature, critiquing the literature, and writing the literature review.

    This unique selection of illustrations with commentaries and source texts guides us on a fascinating journey through the representations of the secret arts.

    In this classic book, originally published in 1980, acclaimed media critic Todd Gitlin first scrutinizes major news coverage in the early days of the antiwar movement. Drawing on his own experiences (he was president of the Students for a Democratic Society in 1963-64) and on interviews with key activists and news reporters, he shows in detail how the media first ignore new political developments, then select and emphasize aspects of the story that treat movements as oddities. He then demonstrates how the media glare made leaders into celebrities and estranged them from their movement base; how it inflated the importance of revolutionary rhetoric, destabilizing the movement, then promoted "moderate" alternatives--all the while spreading the antiwar message. Finally, Gitlin draws together a theory of news coverage as a form of anti-democratic social management--which he sees at work also in media treatment of the anti-nuclear and other later movements.Updated for 2003 with a new preface, The Whole World Is Watching is a subtle and sensitive book, true to the passions and ironic reversals of its subject, and filled with provocative insights that apply to the media's relationship with all activist movements.