Recommendations based on "Cultural Competency Training in a Global Society"

What are our obligations to others as people in a free society? Should government tax the rich to help the poor? Is the free market fair? Is it sometimes wrong to tell the truth? Is killing sometimes morally required? Is it possible, or desirable, to legislate morality? Do individual rights and the common good conflict?Michael J. Sandel’s “Justice” course is one of the most popular and influential at Harvard. Up to a thousand students pack the campus theater to hear Sandel relate the big questions of political philosophy to the most vexing issues of the day, and this fall, public television will air a series based on the course. Justice offers readers the same exhilarating journey that captivates Harvard students. This book is a searching, lyrical exploration of the meaning of justice, one that invites readers of all political persuasions to consider familiar controversies in fresh and illuminating ways. Affirmative action, same-sex marriage, physician-assisted suicide, abortion, national service, patriotism and dissent, the moral limits of markets—Sandel dramatizes the challenge of thinking through these con?icts, and shows how a surer grasp of philosophy can help us make sense of politics, morality, and our own convictions as well. Justice is lively, thought-provoking, and wise—an essential new addition to the small shelf of books that speak convincingly to the hard questions of our civic life.

'A terrific book - essential reading for everyone seeking to make sense of Artificial Intelligence.' Professor Sir Adrian Smith, Director and Chief Executive of the Alan Turing Institute'Calm, informative and refreshingly free of hype, Wooldridge's effortlessly readable book is the perfect guide to the history and future of AI.' - Tom Chivers, author of 'The AI Does Not Hate You'In this mythbusting guide to AI past and present, one of the world's leading researchers shows why our fears for the future are misplacedThe ultimate dream of artificial intelligence is to build machines that are like us: conscious and self-aware. While this remains a remote possibility, rapid progress on AI in this century is already profoundly changing our world. Yet the public debate and media hype is still largely centred on unlikely prospects from sentient machines to dystopian robot takeovers.In this lively and clear-headed guide, Michael Wooldridge brings a healthy injection of humility to an overhyped field and changes the prevailing narrative on AI, revealing how these anxieties distract us from the more immediate risks that this transformative technology poses - from algorithmic bias to fake news. He also shows us how they overlook the true life-changing potential of the field he loves.The Road to Conscious Machines gives us the real story of AI, through all its booms and many busts, elucidating the discoveries of its greatest pioneers from Alan Turing to Demis Hassabis, and showing us what today's AI researchers actually think and do. As this deft and detailed survey reveals, AI appeals to fundamental questions about what it means to be human; so too do the failures and limitations of its past.

An accessible, contemporary introduction to the methods for determining cause and effect in the social sciences  “Causation versus correlation has been the basis of arguments—economic and otherwise—since the beginning of time. Causal Inference: The Mixtape uses legit real-world examples that I found genuinely thought-provoking. It’s rare that a book prompts readers to expand their outlook; this one did for me.”—Marvin Young (Young MC) Causal inference encompasses the tools that allow social scientists to determine what causes what. In a messy world, causal inference is what helps establish the causes and effects of the actions being studied—for example, the impact (or lack thereof) of increases in the minimum wage on employment, the effects of early childhood education on incarceration later in life, or the influence on economic growth of introducing malaria nets in developing regions. Scott Cunningham introduces students and practitioners to the methods necessary to arrive at meaningful answers to the questions of causation, using a range of modeling techniques and coding instructions for both the R and the Stata programming languages.

Over the course of a generation, algorithms have gone from mathematical abstractions to powerful mediators of daily life. Algorithms have made our lives more efficient, more entertaining, and, sometimes, better informed. At the same time, complex algorithms are increasingly violating the basic rights of individual citizens. Allegedly anonymized datasets routinely leak our most sensitive personal information; statistical models for everything from mortgages to college admissions reflect racial and gender bias. Meanwhile, users manipulate algorithms to "game" search engines, spam filters, online reviewing services, and navigation apps.Understanding and improving the science behind the algorithms that run our lives is rapidly becoming one of the most pressing issues of this century. Traditional fixes, such as laws, regulations and watchdog groups, have proven woefully inadequate. Reporting from the cutting edge of scientific research, The Ethical Algorithm offers a new approach: a set of principled solutions based on the emerging and exciting science of socially aware algorithm design. Michael Kearns and Aaron Roth explain how we can better embed human principles into machine code - without halting the advance of data-driven scientific exploration. Weaving together innovative research with stories of citizens, scientists, and activists on the front lines, The Ethical Algorithm offers a compelling vision for a future, one in which we can better protect humans from the unintended impacts of algorithms while continuing to inspire wondrous advances in technology.

'Original, thought-provoking and a joy to read' Tim Harford'Highly recommended. It's not easy to become (more of) a scout, but it's hard not to be inspired by this book' Rutger Bregman'With insights that are both sharp and actionable, The Scout Mindset picks up where Predictably Irrational left off. Reading it will teach you to think more clearly, see yourself more accurately, and be wrong a little less often' Adam GrantWhen it comes to what we believe, humans see what they want to see. In other words, we have what Julia Galef calls a 'soldier' mindset. From tribalism and wishful thinking, to rationalising in our personal lives and everything in between, we are driven to defend the ideas we most want to believe - and shoot down those we don't.But if we want to get things right more often we should train ourselves to think more like a scout. Unlike the soldier, a scout's goal isn't to defend one side over the other. It's to go out, survey the territory, and come back with as accurate a map as possible. Regardless of what they hope to be the case, above all, the scout wants to know what's actually true.In The Scout Mindset, Galef shows that what makes scouts better at getting things right isn't that they're smarter or more knowledgeable than everyone else. It's a handful of emotional skills, habits, and ways of looking at the world - which anyone can learn.With fascinating examples ranging from how to survive being stranded in the middle of the ocean, to how Jeff Bezos avoids overconfidence, to how superforecasters outperform CIA operatives, to Reddit threads and modern partisan politics, Galef explores why our brains deceive us and what we can do to change the way we think.

Climate change is arguably the great problem confronting humanity, but we have done little to head off this looming catastrophe. In The Perfect Moral Storm, philosopher Stephen Gardiner illuminates our dangerous inaction by placing the environmental crisis in an entirely new light, considering it as an ethical failure. Gardiner clarifies the moral situation, identifying the temptations (or "storms") that make us vulnerable to a certain kind of corruption. First, the world's most affluent nations are tempted to pass on the cost of climate change to the poorer and weaker citizens of the world. Second, the present generation is tempted to pass the problem on to future generations. Third, our poor grasp of science, international justice, and the human relationship to nature helps to facilitate inaction. As a result, we are engaging in willful self-deception when the lives of future generations, the world's poor, and even the basic fabric of life on the planet is at stake. We should wake up to this profound ethical failure, Gardiner concludes, and demand more of our institutions, our leaders and ourselves. "This is a radical book, both in the sense that it faces extremes and in the sense that it goes to the roots." --Notre Dame Philosophical Reviews "The book's strength lies in Gardiner's success at understanding and clarifying the types of moral issues that climate change raises, which is an important first step toward solutions." --Science Magazine "Gardiner has expertly explored some very instinctual and vitally important considerations which cannot realistically be ignored. --Required reading." --Green Prophet "Gardiner makes a strong case for highlighting and insisting on the ethical dimensions of the climate problem, and his warnings about buck-passing and the dangerous appeal of moral corruptions hit home." --Times Higher Education "Stephen Gardiner takes to a new level our understanding of the moral dimensions of climate change. A Perfect Moral Storm argues convincingly that climate change is the greatest moral challenge our species has ever faced - and that the problem goes even deeper than we think." --Peter Singer, Princeton University

In this landmark book, a former prosecutor, legal expert, and leading authority on sexual violence examines why we are primed to disbelieve allegations of sexual abuse--and how we can transform a culture and a legal system structured to dismiss accusers Sexual misconduct accusations spark competing claims: her word against his. How do we decide who is telling the truth? The answer comes down to credibility. But as this eye-opening book reveals, invisible forces warp the credibility judgments of even the well- intentioned among us. We are all shaped by a set of false assumptions and hidden biases embedded in our culture, our legal system, and our psyches. In Credible, Deborah Tuerkheimer provides a much-needed framework to explain how we perceive credibility, why our perceptions are distorted, and why these distortions harm survivors. Social hierarchies and inequalities foster doubt that is commonplace and predictable, resulting in what Tuerkheimer calls the "credibility discount"--our dismissal of claims by certain kinds of speakers--primarily women, and especially those who are more marginalized. The #MeToo movement has exposed how victims have been badly served by a system that is designed not to protect them, but instead to protect the status quo. Credibility lies at the heart of this system. Drawing on case studies, moving first-hand accounts, science, and the law, Tuerkheimer identifies widespread patterns and their causes, analyzes the role of power, and examines the close, reciprocal relationship between culture and law--guiding us toward accurate credibility judgments and equitable treatment of those whose suffering has long been disregarded.#MeToo has touched off a massive reckoning. To achieve lasting progress, we must shift our approach to belief. Credible helps us forge a path forward to ensuring justice for the countless individuals affected by sexual misconduct.

What has A.I. brought us? Where will it lead us? The story of A.I. is the story of intelligence - of life processes as they evolve from bacteria (1.0) to humans (2.0), where life processes define their own software, to technology (3.0), where life processes design both their hardware and software. We know that A.I. is transforming work, laws, and weapons, as well as the dark side of computing- hacking and viral sabotage. It raises questions that we all need to address- What jobs should be automated? How should our legal systems handle autonomous systems? How likely is the emergence of suprahuman intelligence? Is it possible to control suprahuman intelligence? How do we ensure that the uses of A.I. remain beneficial? These are the issues at the heart of this book and its unique perspective, which seeks a ground apart from techno-skepticism and digital utopia.

Is civic identity in the United States really defined by liberal, democratic political principles? Or is U.S. citizenship the product of multiple traditions--not only liberalism and republicanism but also white supremacy, Anglo-Saxon supremacy, Protestant supremacy, and male supremacy? In this powerful and disturbing book, Rogers Smith traces political struggles over U.S. citizenship laws from the colonial period through the Progressive era and shows that throughout this time, most adults were legally denied access to full citizenship, including political rights, solely because of their race, ethnicity, or gender. Basic conflicts over these denials have driven political development and civic membership in the U.S., Smith argues. These conflicts are what truly define U.S. civic identity up to this day. Others have claimed that nativist, racist, and sexist traditions have been marginal or that they are purely products of capitalist institutions. In contrast, Smith's pathbreaking account explains why these traditions have been central to American political and economic life. He shows that in the politics of nation building, principles of democracy and liberty have often failed to foster a sense of shared "peoplehood" and have instead led many Americans to claim that they are a "chosen people," a "master race" or superior culture, with distinctive gender roles. Smith concludes that today the United States is in a period of reaction against the egalitarian civic reforms of the last generation, with nativist, racist, and sexist beliefs regaining influence. He suggests ways that proponents of liberal democracy should alter their view of U.S. citizenship in order to combat these developments more effectively.

We live in an age of media saturation, where with a few clicks of the remote—or mouse—we can tune in to programming where the facts fit our ideological predispositions. But what are the political consequences of this vast landscape of media choice? Partisan news has been roundly castigated for reinforcing prior beliefs and contributing to the highly polarized political environment we have today, but there is little evidence to support this claim, and much of what we know about the impact of news media come from studies that were conducted at a time when viewers chose from among six channels rather than scores. Through a series of innovative experiments, Kevin Arceneaux and Martin Johnson show that such criticism is unfounded. Americans who watch cable news are already polarized, and their exposure to partisan programming of their choice has little influence on their political positions. In fact, the opposite is true: viewers become more polarized when forced to watch programming that opposes their beliefs. A much more troubling consequence of the ever-expanding media environment, the authors show, is that it has allowed people to tune out the news: the four top-rated partisan news programs draw a mere three percent of the total number of people watching television. Overturning much of the conventional wisdom, Changing Minds or Changing Channels? demonstrate that the strong effects of media exposure found in past research are simply not applicable in today’s more saturated media landscape.