Algorithms, AI, and First-Year Academic Skills

A revealing look at how negative biases against women of color are embedded in search engine results and algorithms Run a Google search for "black girls"--what will you find? "Big Booty" and other sexually explicit terms are likely to come up as top search terms. But, if you type in "white girls," the results are radically different. The suggested porn sites and un-moderated discussions about "why black women are so sassy" or "why black women are so angry" presents a disturbing portrait of black womanhood in modern society. In Algorithms of Oppression, Safiya Umoja Noble challenges the idea that search engines like Google offer an equal playing field for all forms of ideas, identities, and activities. Data discrimination is a real social problem; Noble argues that the combination of private interests in promoting certain sites, along with the monopoly status of a relatively small number of Internet search engines, leads to a biased set of search algorithms that privilege whiteness and discriminate against people of color, specifically women of color. Through an analysis of textual and media searches as well as extensive research on paid online advertising, Noble exposes a culture of racism and sexism in the way discoverability is created online. As search engines and their related companies grow in importance--operating as a source for email, a major vehicle for primary and secondary school learning, and beyond--understanding and reversing these disquieting trends and discriminatory practices is of utmost importance. An original, surprising and, at times, disturbing account of bias on the internet, Algorithms of Oppression contributes to our understanding of how racism is created, maintained, and disseminated in the 21st century.

We live in an era of misinformation, much of it spread by authority figures, including politicians, religious leaders, broadcasters, and, of course, apps and websites. In this second edition, author John Grant uses ripped-from-the-headlines examples to clearly explain how to identify bad evidence and poor arguments. He also points out the rhetorical tricks people use when attempting to pull the wool over our eyes, and offers advice about how to take these unscrupulous pundits down. Updated to include a chapter on fake news, Debunk It serves as a guide to critical thinking for young readers looking to find some clarity in a confusing world.

Drawing on interviews with both cyber-skeptics and cyber-optimists, from the co-founder of OK Cupid, an algorithmically-driven dating website, to one of the chief visionaries of U.S. information warfare, THE FILTER BUBBLE  tells the story of how the Internet, a medium built around the open flow of ideas, is closing in on itself under the pressure of commerce and "monetization." It peeks behind the curtain at the server farms, algorithms, and geeky entrepreneurs that have given us this new reality, and investigates the consequences of corporate power in the digital age.   THE FILTER BUBBLE reveals how personalization could undermine the internet's original purpose as an open platform for the spread of ideas, and leave us all in an isolated, echoing world. But it is not too late to change course. Pariser lays out a new vision for the web, one that embraces the benefits of technology without turning a blind eye to its negative consequences, and will ensure that the Internet lives up to its transformative promise.

From distorted graphs and biased samples to misleading averages, there are countless statistical dodges that lend cover to anyone with an ax to grind or a product to sell. With abundant examples and illustrations, Darrell Huff's lively and engaging primer clarifies the basic principles of statistics and explains how they're used to present information in honest and not-so-honest ways. Now even more indispensable in our data-driven world than it was when first published, How to Lie with Statistics is the book that generations of readers have relied on to keep from being fooled.

The modern human animal spends upwards of 11 hours out of every 24 in a state of constant consumption. Not eating, but gorging on information ceaselessly spewed from the screens and speakers we hold dear. Just as we have grown morbidly obese on sugar, fat, and flour--so, too, have we become gluttons for texts, instant messages, emails, RSS feeds, downloads, videos, status updates, and tweets. We're all battling a storm of distractions, buffeted with notifications and tempted by tasty tidbits of information. And just as too much junk food can lead to obesity, too much junk information can lead to cluelessness. The Information Diet shows you how to thrive in this information glut--what to look for, what to avoid, and how to be selective. In the process, author Clay Johnson explains the role information has played throughout history, and why following his prescribed diet is essential for everyone who strives to be smart, productive, and sane. In The Information Diet, you will: Discover why eminent scholars are worried about our state of attention and general intelligence Examine how today's media--Big Info--give us exactly what we want: content that confirms our beliefs Learn to take steps to develop data literacy, attention fitness, and a healthy sense of humor Become engaged in the economics of information by learning how to reward good information providers Just like a normal, healthy food diet, The Information Diet is not about consuming less--it's about finding a healthy balance that works for you

The Strunk and White of statistics team up to help the average person navigate the numbers in the news. Drawing on their hugely popular BBC Radio 4 show More or Less, journalist Michael Blastland and internationally known economist Andrew Dilnot delight, amuse, and convert American mathphobes by showing how our everyday experiences make sense of numbers. The radical premise of The Numbers Game is to show how much we already know and give practical ways to use our knowledge to become cannier consumers of the media. If you've ever wondered what "average" really means, whether the scare stories about cancer risk should convince you to change your behavior, or whether a story you read in the paper is biased (and how), you need this book. Blastland and Dilnot show how to survive and thrive on the torrent of numbers that pours through everyday life.

The author of Zero and Proofiness explains how to tell truth from fantasy in the digital world, and why it matters. Today, the Internet allows us to spread information faster and to more people than ever before--never mind whether it's true or not. In Virtual Unreality, mathematician, science reporter, and journalist watchdog Charles Seife takes us deep into the information jungle and cuts a path through the trickery, fakery, and cyber skullduggery that the Internet enables. Providing a much-needed toolkit to help separate fact from fiction, Seife, with his trademark wit and skepticism, addresses the problems that face us every time we turn on our computers and Google our most recent medical symptoms, read a politician's tweet, fact-check something on Wikipedia, or start an online relationship. Let the clicker beware.