Book by Peter Bruce and Grant Fleming: “The increasing popularity of data science has resulted in numerous well-publicized cases of bias, injustice, and discrimination. The widespread deployment of “Black box” algorithms that are difficult or impossible to understand and explain, even for their developers, is a primary source of these unanticipated harms, making modern techniques and methods for manipulating large data sets seem sinister, even dangerous. When put in the hands of authoritarian governments, these algorithms have enabled suppression of political dissent and persecution of minorities. To prevent these harms, data scientists everywhere must come to understand how the algorithms that they build and deploy may harm certain groups or be unfair.
Responsible Data Science delivers a comprehensive, practical treatment of how to implement data science solutions in an even-handed and ethical manner that minimizes the risk of undue harm to vulnerable members of society. Both data science practitioners and managers of analytics teams will learn how to:
Improve model transparency, even for black box models
Diagnose bias and unfairness within models using multiple metrics
Audit projects to ensure fairness and minimize the possibility of unintended harm…(More)”
Book by Graham Smith: “Our democracies repeatedly fail to safeguard the future. From pensions to pandemics, health and social care through to climate, biodiversity and emerging technologies, democracies have been unable to deliver robust policies for the long term.
In this book, Graham Smith asks why. Exploring the drivers of short-termism, he considers ways of reshaping legislatures and constitutions and proposes strengthening independent offices whose overarching goals do not change at every election. More radically, Smith argues that forms of participatory and deliberative politics offer the most effective democratic response to the current political myopia, as well as a powerful means of protecting the interests of generations to come….(More)”.
Book by William J. Bernstein: “…Inspired by Charles Mackay’s 19th-century classic Memoirs of Extraordinary Popular Delusions and the Madness of Crowds, Bernstein engages with mass delusion with the same curiosity and passion, but armed with the latest scientific research that explains the biological, evolutionary, and psychosocial roots of human irrationality. Bernstein tells the stories of dramatic religious and financial mania in western society over the last 500 years—from the Anabaptist Madness that afflicted the Low Countries in the 1530s to the dangerous End-Times beliefs that animate ISIS and pervade today’s polarized America; and from the South Sea Bubble to the Enron scandal and dot com bubbles of recent years. Through Bernstein’s supple prose, the participants are as colorful as their motivation, invariably “the desire to improve one’s well-being in this life or the next.”
As revealing about human nature as they are historically significant, Bernstein’s chronicles reveal the huge cost and alarming implications of mass mania: for example, belief in dispensationalist End-Times has over decades profoundly affected U.S. Middle East policy. Bernstein observes that if we can absorb the history and biology of mass delusion, we can recognize it more readily in our own time, and avoid its frequently dire impact….(More)”.
Article by Jessica Helfand: “…We are groomed, from an early age, to crave measurement. Notches on walls verify our height. Notes from doctors record our weight. We buy scales and diaries, save report cards and log achievements. As babies become toddlers become adolescents and adults, we take pictures — lots of pictures. Memories registered and milestones passed, we willingly share our data by way of a host of forms that cumulatively present, over a lifetime, as a kind of gold standard. On paper or online, they’re our material witnesses, holding the temporal at bay.
Dora’s material witness is typical of the sorts of records to which all of us are attached, official documents that connect faces to places, snapshots to statistics. Bureaucratic and perfunctory, we seldom stop to question the silent power of these documents, even as they transport our collective selves across time and space. Lacking nuance, devoid of emotion, they nevertheless confer a kind of keen graphic authority, begetting permission, enabling access, presupposing legitimacy, and anticipating a host of needs. Framed by the records that circumscribe that legitimacy — the records and diplomas, ID cards and passports and licenses — the playing field of difference is homogenized by numerical necessity, making all of us, in a sense, prisoners of the indexical.
Sir Francis Galton’s 1851 “Anthropometric Laboratory” — which was included in the International Health Exhibition held in London in 1885 — was an attempt to show the public how human characteristics could be both measured and recorded.
The pursuit of human metrics has a rich and fascinating history, dating back to the ancient Greeks, who viewed proportion itself as a physical projection of the harmony of the universe. Idealized proportion was synonymous with beauty, a physical expression of divine benevolence. (“The good, of course, is always beautiful,” wrote Plato, “and the beautiful never lacks proportion.”) From Dürer to da Vinci, the notion that humans might aspire to a pure and balanced ideal would find expression in everything from the writings of Vitruvius to the gardens of Le Nôtre to the evolution of the humanist alphabet. To the degree that proportion itself was deemed closer to the divine when realized as an expression of balance and geometry, proportion had everything to do with mathematics in general (and the golden section in particular) and found its most profound expression in the realization of the human form.
While there is ample evidence to suggest that the urge to measure had its origins in ancient civilizations, the science of bodily measurement was not recognized as a proper professional pursuit until the 19th century. With the advent of industry and the pragmatic concerns with which it was associated — growth projections, profit motives, numerical evidence as approved metrics for evaluation — certain public institutions were perhaps uniquely sensitized to appreciate the value of quantitative data. Statistics as a field of mathematical inquiry gained traction as a discipline thanks in no small part to the scholarship of Sir Francis Galton, whose obsession with counting and measuring everything imaginable (but especially human beings) warrants mention here. His 1851 “Anthropometric Laboratory” — which was included in the International Health Exhibition held in London in 1885 — was an attempt to show the public how human characteristics could be both measured and recorded. Add to this the rise in photography as a promising new technology and the idea of capturing evidence via methodical efforts in data mining was an idea whose time had clearly come….(More)”
Book by Liz Curran: “How as a society can we find ways of ensuring the people who are the most vulnerable or have little voice can avail themselves of the protection in law to improve their social, cultural, health and economic outcomes as befits civilised society?
Better Law for a Better World answers this question by looking at innovative practices and developments emerging within law practice and education and shares the skills and techniques that could lead to confidence in the law and its ability to respond. Using recent research from Australia, practice initiatives and information, the book breaks down ways for law students, legal educators and law practitioners (including judicial officers, law administrators, legislators and policy makers) to enhance access to justice and improve outcomes through new approaches to lawyering. These can include: Multi-Disciplinary Practice (including health justice partnerships); integrated justice practice; restorative practice; empowerment modes (community & professional development and policy skills); client-centred approaches and collaborative interdisciplinary practice informed by practical experience. The book contains critical information on what such practice might look like and the elements that will be required in the development of the essential skills and criteria for such practice. It seeks to open up a dialogue about how we can make the law better. This includes making the community more central to the operation of the law and improving client-centred practice so that the Rule of Law can deliver on its claims to serve, protect and ensure equality before the law. It explores practical ways that emerging lawyers can be trained differently to ensure improved communication, collaboration, problem solving, partnership and interpersonal skills. The book explores the challenges of such work. It also gives suggestions on how to reduce professional barriers and variations in practice to effectively, humanely and efficiently make a difference in people’s lives….(More)”.
Book edited by Hrvoje Stančić: “…explores issues that arise when digital records are entrusted to the cloud and will help professionals to make informed choices in the context of a rapidly changing digital economy.
Showing that records need to ensure public trust, especially in the era of alternative truths, this volume argues that reliable resources, which are openly accessible from governmental institutions, e-services, archival institutions, digital repositories, and cloud-based digital archives, are the key to an open digital environment. The book also demonstrates that current established practices need to be reviewed and amended to include the networked nature of the cloud-based records, to investigate the role of new players, like cloud service providers (CSP), and assess the potential for implementing new, disruptive technologies like blockchain. Stančić and the contributors address these challenges by taking three themes – state, citizens, and documentary form – and discussing their interaction in the context of open government, open access, recordkeeping, and digital preservation.
Exploring what is needed to enable the establishment of an open digital environment, Trust and Records in an Open Digital Environment should be essential reading for data, information, document, and records management professionals. It will also be a key text for archivists, librarians, professors, and students working in the information sciences and other related fields….(More)”.
Book by the National Academies of Sciences, Engineering, and Medicine: “Government statistics are widely used to inform decisions by policymakers, program administrators, businesses and other organizations as well as households and the general public. Principles and Practices for a Federal Statistical Agency, Seventh Edition will assist statistical agencies and units, as well as other agencies engaged in statistical activities, to carry out their responsibilities to provide accurate, timely, relevant, and objective information for public and policy use. This report will also inform legislative and executive branch decision makers, data users, and others about the characteristics of statistical agencies that enable them to serve the public good….(More)”
Book by Steven Feldstein: “The world is undergoing a profound set of digital disruptions that are changing the nature of how governments counter dissent and assert control over their countries. While increasing numbers of people rely primarily or exclusively on online platforms, authoritarian regimes have concurrently developed a formidable array of technological capabilities to constrain and repress their citizens.
In The Rise of Digital Repression, Steven Feldstein documents how the emergence of advanced digital tools bring new dimensions to political repression. Presenting new field research from Thailand, the Philippines, and Ethiopia, he investigates the goals, motivations, and drivers of these digital tactics. Feldstein further highlights how governments pursue digital strategies based on a range of factors: ongoing levels of repression, political leadership, state capacity, and technological development. The international community, he argues, is already seeing glimpses of what the frontiers of repression look like. For instance, Chinese authorities have brought together mass surveillance, censorship, DNA collection, and artificial intelligence to enforce their directives in Xinjiang. As many of these trends go global, Feldstein shows how this has major implications for democracies and civil society activists around the world.
A compelling synthesis of how anti-democratic leaders harness powerful technology to advance their political objectives, The Rise of Digital Repression concludes by laying out innovative ideas and strategies for civil society and opposition movements to respond to the digital autocratic wave….(More)”.
Open Access Book edited by: Trish Mercer, Russell Ayres, Brian Head, and John Wanna: “When it comes to policymaking, public servants have traditionally learned ‘on the job’, with practical experience and tacit knowledge valued over theory-based learning and academic analysis. Yet increasing numbers of public servants are undertaking policy training through postgraduate qualifications and/or through short courses in policy training.
Learning Policy, Doing Policy explores how policy theory is understood by practitioners and how it influences their practice. The book brings together insights from research, teaching and practice on an issue that has so far been understudied. Contributors include Australian and international policy scholars, and current and former practitioners from government agencies. The first part of the book focuses on theorising, teaching and learning about the policymaking process; the second part outlines how current and former practitioners have employed policy process theory in the form of models or frameworks to guide and analyse policymaking in practice; and the final part examines how policy theory insights can assist policy practitioners.
In exploring how policy process theory is developed, taught and taken into policymaking practice, Learning Policy, Doing Policy draws on the expertise of academics and practitioners, and also ‘pracademics’ who often serve as a bridge between the academy and government. It draws on a range of both conceptual and applied examples. Its themes are highly relevant for both individuals and institutions, and reflect trends towards a stronger professional ethos in the Australian Public Service. This book is a timely resource for policy scholars, teaching academics, students and policy practitioners….(More)”
Book by Whitney Phillips and Ryan M. Milner: “Our media environment is in crisis. Polarization is rampant. Polluted information floods social media. Even our best efforts to help clean up can backfire, sending toxins roaring across the landscape. In You Are Here, Whitney Phillips and Ryan Milner offer strategies for navigating increasingly treacherous information flows. Using ecological metaphors, they emphasize how our individual me is entwined within a much larger we, and how everyone fits within an ever-shifting network map.
Phillips and Milner describe how our poisoned media landscape came into being, beginning with the Satanic Panics of the 1980s and 1990s—which, they say, exemplify “network climate change”—and proceeding through the emergence of trolling culture and the rise of the reactionary far right (as well as its amplification by journalists) during and after the 2016 election. They explore the history of conspiracy theories in the United States, focusing on those concerning the Deep State; explain why old media literacy solutions fail to solve new media literacy problems; and suggest how we can navigate the network crisis more thoughtfully, effectively, and ethically. We need a network ethics that looks beyond the messages and the messengers to investigate toxic information’s downstream effects….(More)”.
