Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy


Cathy O'Neil - 2016
    Increasingly, the decisions that affect our lives--where we go to school, whether we can get a job or a loan, how much we pay for health insurance--are being made not by humans, but by machines. In theory, this should lead to greater fairness: Everyone is judged according to the same rules.But as mathematician and data scientist Cathy O'Neil reveals, the mathematical models being used today are unregulated and uncontestable, even when they're wrong. Most troubling, they reinforce discrimination--propping up the lucky, punishing the downtrodden, and undermining our democracy in the process.

Despite the Best Intentions: How Racial Inequality Thrives in Good Schools


Amanda E. Lewis - 2015
    Serving an enviably affluent, diverse, and liberal district, the school is well-funded, its teachers are well-trained, and many of its students are high achieving. Yet Riverview has not escaped the same unrelenting question that plagues schools throughout America: why is it that even when all of the circumstances seem right, black and Latino students continue to lag behind their peers?Through five years' worth of interviews and data-gathering at Riverview, John Diamond and Amanda Lewis have created a rich and disturbing portrait of the achievement gap that persists more than fifty years after the formal dismantling of segregation. As students progress from elementary school to middle school to high school, their level of academic achievement increasingly tracks along racial lines, with white and Asian students maintaining higher GPAs and standardized testing scores, taking more advanced classes, and attaining better college admission results than their black and Latino counterparts. Most research to date has focused on the role of poverty, family stability, and other external influences in explaining poor performance at school, especially in urban contexts. Diamond and Lewis instead situate their research in a suburban school, and look at what factors within the school itself could be causing the disparity. Most crucially, they challenge many common explanations of the 'racial achievement gap, ' exploring what race actually means in this situation, and why it matters.An in-depth study with far-reaching consequences, Despite the Best Intentions revolutionizes our understanding of both the knotty problem of academic disparities and the larger question of the color line in American society.

The Data Detective: Ten Easy Rules to Make Sense of Statistics


Tim Harford - 2020
    That’s a mistake, Tim Harford says in The Data Detective. We shouldn’t be suspicious of statistics—we need to understand what they mean and how they can improve our lives: they are, at heart, human behavior seen through the prism of numbers and are often “the only way of grasping much of what is going on around us.” If we can toss aside our fears and learn to approach them clearly—understanding how our own preconceptions lead us astray—statistics can point to ways we can live better and work smarter.As “perhaps the best popular economics writer in the world” (New Statesman), Tim Harford is an expert at taking complicated ideas and untangling them for millions of readers. In The Data Detective, he uses new research in science and psychology to set out ten strategies for using statistics to erase our biases and replace them with new ideas that use virtues like patience, curiosity, and good sense to better understand ourselves and the world. As a result, The Data Detective is a big-idea book about statistics and human behavior that is fresh, unexpected, and insightful.

Decolonizing Methodologies: Research and Indigenous Peoples


Linda Tuhiwai Smith - 1999
    Here, an indigenous researcher issues a clarion call for the decolonization of research methods.The book is divided into two parts. In the first, the author critically examines the historical and philosophical base of Western research. Extending the work of Foucault, she explores the intersections of imperialism, knowledge and research, and the different ways in which imperialism is embedded in disciplines of knowledge and methodologies as 'regimes of truth'. Providing a history of knowledge from the Enlightenment to Postcoloniality, she also discusses the fate of concepts such as 'discovery, 'claiming' and 'naming' through which the west has incorporated and continues to incorporate the indigenous world within its own web.The second part of the book meets the urgent need for people who are carrying out their own research projects, for literature which validates their frustrations in dealing with various western paradigms, academic traditions and methodologies, which continue to position the indigenous as 'Other'. In setting an agenda for planning and implementing indigenous research, the author shows how such programmes are part of the wider project of reclaiming control over indigenous ways of knowing and being.Exploring the broad range of issues which have confronted, and continue to confront, indigenous peoples, in their encounters with western knowledge, this book also sets a standard for truly emancipatory research. It brilliantly demonstrates that "when indigenous peoples become the researchers and not merely the researched, the activity of research is transformed."

Teach Like Your Hair's on Fire: The Methods and Madness Inside Room 56


Rafe Esquith - 2007
    From one of America s most celebrated educators, an inspiring guide to transforming every child s education In a Los Angeles neighborhood plagued by guns, gangs, and drugs, there is an exceptional classroom known as Room 56. The fifth graders inside are first-generation immigrants who live in poverty and speak English as a second language. They also play Vivaldi, perform Shakespeare, score in the top 1 percent on standardized tests, and go on to attend Ivy League universities. Rafe Esquith is the teacher responsible for these accomplishments. From the man whom The New York Times calls a genius and a saint comes a revelatory program for educating today s youth. In Teach Like Your Hair s on Fire!, Rafe Esquith reveals the techniques that have made him one of the most acclaimed educators of our time. The two mottoes in Esquith s classroom are Be Nice, Work Hard, and There Are No Shortcuts. His students voluntarily come to school at 6:30 in the morning and work until 5:00 in the afternoon. They learn to handle money responsibly, tackle algebra, and travel the country to study history. They pair Hamlet with rock and roll, and read the American classics. Teach Like Your Hair s on Fire! is a brilliant and inspiring road map for parents, teachers, and anyone who cares about the future success of our nation s children. "

The Spirit Level: Why More Equal Societies Almost Always Do Better


Richard G. Wilkinson - 2009
    Why do we mistrust people more in the UK than in Japan? Why do Americans have higher rates of teenage pregnancy than the French? What makes the Swedish thinner than the Greeks? The answer: inequality. This groundbreaking book, based on years of research, provides hard evidence to show how almost everything—-from life expectancy to depression levels, violence to illiteracy-—is affected not by how wealthy a society is, but how equal it is. Urgent, provocative and genuinely uplifting, The Spirit Level has been heralded as providing a new way of thinking about ourselves and our communities, and could change the way you see the world.

Other People's Children: Cultural Conflict in the Classroom


Lisa D. Delpit - 1995
    This anniversary paperback edition features a new introduction by Delpit as well as new framing essays by Herbert Kohl and Charles Payne.In a radical analysis of contemporary classrooms, MacArthur Award–winning author Lisa Delpit develops ideas about ways teachers can be better “cultural transmitters” in the classroom, where prejudice, stereotypes, and cultural assumptions breed ineffective education. Delpit suggests that many academic problems attributed to children of color are actually the result of miscommunication, as primarily white teachers and “other people’s children” struggle with the imbalance of power and the dynamics plaguing our system.A new classic among educators, Other People’s Children is a must-read for teachers, administrators, and parents striving to improve the quality of America’s education system.

What Video Games Have to Teach Us about Learning and Literacy


James Paul Gee - 2003
    James Paul Gee begins his new book with 'I want to talk about vide games- yes, even violent video games - and say some positive things about them'. With this simple but explosive beginning, one of America's most well-respected professors of education looks seriously at the good that can come from playing video games. Gee is interested in the cognitive development that can occur when someone is trying to escape a maze, find a hidden treasure and, even, blasting away an enemy with a high-powered rifle. Talking about his own video-gaming experience learning and using games as diverse as Lara Croft and Arcanum, Gee looks at major specific cognitive activities: How individuals develop a sense of identity; How one grasps meaning; How one evaluates and follows a command; How one picks a role model; How one perceives the world.

The Information: A History, a Theory, a Flood


James Gleick - 2011
    The story of information begins in a time profoundly unlike our own, when every thought and utterance vanishes as soon as it is born. From the invention of scripts and alphabets to the long-misunderstood talking drums of Africa, Gleick tells the story of information technologies that changed the very nature of human consciousness. He provides portraits of the key figures contributing to the inexorable development of our modern understanding of information: Charles Babbage, the idiosyncratic inventor of the first great mechanical computer; Ada Byron, the brilliant and doomed daughter of the poet, who became the first true programmer; pivotal figures like Samuel Morse and Alan Turing; and Claude Shannon, the creator of information theory itself. And then the information age arrives. Citizens of this world become experts willy-nilly: aficionados of bits and bytes. And we sometimes feel we are drowning, swept by a deluge of signs and signals, news and images, blogs and tweets. The Information is the story of how we got here and where we are heading.

The Design of Everyday Things


Donald A. Norman - 1988
    It could forever change how you experience and interact with your physical surroundings, open your eyes to the perversity of bad design and the desirability of good design, and raise your expectations about how things should be designed.B & W photographs and illustrations throughout.

On Killing: The Psychological Cost of Learning to Kill in War and Society


Dave Grossman - 1995
    But armies have developed sophisticated ways of overcoming this instinctive aversion. And contemporary civilian society, particularly the media, replicates the army's conditioning techniques, and, according to Lt. Col. Dave Grossman's thesis, is responsible for our rising rate of murder among the young.Upon its initial publication, On Killing was hailed as a landmark study of the techniques the military uses to overcome the powerful reluctance to kill, of how killing affects soldiers, and of the societal implications of escalating violence. Now, Grossman has updated this classic work to include information on 21st-century military conflicts, recent trends in crime, suicide bombings, school shootings, and more. The result is a work certain to be relevant and important for decades to come.

From Equity Talk to Equity Walk: Expanding Practitioner Knowledge for Racial Justice in Higher Education


Tia Brown McNair - 2020
    Drawing from campus-based research projects sponsored by the Association of American Colleges and Universities and the Center for Urban Education at the University of Southern California, this invaluable resource provides real-world steps that reinforce primary elements for examining equity in student achievement, while challenging educators to specifically focus on racial equity as a critical lens for institutional and systemic change.Colleges and universities have placed greater emphasis on education equity in recent years. Acknowledging the changing realities and increasing demands placed on contemporary postsecondary education, this book meets educators where they are and offers an effective design framework for what it means to move beyond equity being a buzzword in higher education. Central concepts and key points are illustrated through campus examples. This indispensable guide presents academic administrators and staff with advice on building an equity-minded campus culture, aligning strategic priorities and institutional missions to advance equity, understanding equity-minded data analysis, developing campus strategies for making excellence inclusive, and moving from a first-generation equity educator to an equity-minded practitioner.From Equity Talk to Equity Walk: A Guide for Campus-Based Leadership and Practice is a vital wealth of information for college and university presidents and provosts, academic and student affairs professionals, faculty, and practitioners who seek to dismantle institutional barriers that stand in the way of achieving equity, specifically racial equity to achieve equitable outcomes in higher education.

Why Are All The Black Kids Sitting Together in the Cafeteria?


Beverly Daniel Tatum - 1997
    Is this self-segregation a problem to address or a coping strategy? Beverly Daniel Tatum, a renowned authority on the psychology of racism, argues that straight talk about our racial identities is essential if we are serious about enabling communication across racial and ethnic divides. These topics have only become more urgent as the national conversation about race is increasingly acrimonious. This fully revised edition is essential reading for anyone seeking to understand the dynamics of race in America.

Cultures and Organizations: Software of the Mind


Geert Hofstede - 1993
    Professor Geert Hofstede's 30 years of field research on cultural differences and the software of the mind helps us look at how we think - and how we fail to think - as members of groups. This newly revised and expanded edition is based on the latest data from Professor Hofstede ongoing field research, and provides detailed comparisons of cross-cultural differences among 70 nations. business, family, schools and political organizations. Professor Hofstede explains phenomena such as culture shock, ethnocentrism, stereotyping, differences in language and humor. Most importantly, he discusses the practical implications of the culture differences described in the book and how understanding these cultural differences can enable people from different cultures to work together more productively. parents. Melding powerful intellectual analysis and hard social, cultural, and organizational research, Hofstede gives a sobering picture of a world perilously lacking in self-knowledge - unaware of serious difference between the businesses, organizations, cultures, and nations that populate our planet despite the fact of globalization. But culture shock - whether between an individual and a new country, between organizations, between the sexes, or between opposing diplomats - can be turned to our advantage, Hofstede says-if we understand it. Cultures and Organizations helps to explain the differences in the way leaders and their followers think, offering practical solutions for those in business and politics to help solve conflict between different groups.

Crazy Like Us: The Globalization of the American Psyche


Ethan Watters - 2009
    But is it possible America's most troubling impact on the globalizing world has yet to be accounted for? In "Crazy Like Us," Ethan Watters reveals that the most devastating consequence of the spread of American culture has not been our golden arches or our bomb craters but our bulldozing of the human psyche itself: We are in the process of homogenizing the way the world goes mad. America has been the world leader in generating new mental health treatments and modern theories of the human psyche. We export our psychopharmaceuticals packaged with the certainty that our biomedical knowledge will relieve the suffering and stigma of mental illness. We categorize disorders, thereby defining mental illness and health, and then parade these seemingly scientific certainties in front of the world. The blowback from these efforts is just now coming to light: It turns out that we have not only been changing the way the world talks about and treats mental illness -- we have been changing the mental illnesses themselves.For millennia, local beliefs in different cultures have shaped the experience of mental illness into endless varieties." Crazy Like Us" documents how American interventions have discounted and worked to change those indigenous beliefs, often at a dizzying rate. Over the last decades, mental illnesses popularized in America have been spreading across the globe with the speed of contagious diseases. Watters travels from China to Tanzania to bring home the unsettling conclusion that the virus is us: As we introduce Americanized ways of treating mental illnesses, we are in fact spreading the diseases.In post-tsunami Sri Lanka, Watters reports on the Western trauma counselors who, in their rush to help, inadvertently trampled local expressions of grief, suffering, and healing. In Hong Kong, he retraces the last steps of the teenager whose death sparked an epidemic of the American version of anorexia nervosa. Watters reveals the truth about a multi-million-dollar campaign by one of the world's biggest drug companies to change the Japanese experience of depression -- literally marketing the disease along with the drug.But this book is not just about the damage we've caused in faraway places. Looking at our impact on the psyches of people in other cultures is a gut check, a way of forcing ourselves to take a fresh look at our own beliefs about mental health and healing. When we examine our assumptions from a farther shore, we begin to understand how our own culture constantly shapes and sometimes creates the mental illnesses of our time. By setting aside our role as the world's therapist, we may come to accept that we have as much to learn from other cultures' beliefs about the mind as we have to teach.