Book by Bin Yu and Rebecca L. Barter: “Most textbooks present data science as a linear analytic process involving a set of statistical and computational techniques without accounting for the challenges intrinsic to real-world applications. Veridical Data Science, by contrast, embraces the reality that most projects begin with an ambiguous domain question and messy data; it acknowledges that datasets are mere approximations of reality while analyses are mental constructs.
Bin Yu and Rebecca Barter employ the innovative Predictability, Computability, and Stability (PCS) framework to assess the trustworthiness and relevance of data-driven results relative to three sources of uncertainty that arise throughout the data science life cycle: the human decisions and judgment calls made during data collection, cleaning, and modeling. By providing real-world data case studies, intuitive explanations of common statistical and machine learning techniques, and supplementary R and Python code, Veridical Data Science offers a clear and actionable guide for conducting responsible data science. Requiring little background knowledge, this lucid, self-contained textbook provides a solid foundation and principled framework for future study of advanced methods in machine learning, statistics, and data science…(More)”.
City Tech
Book by Rob Walker: “The world is rapidly urbanizing, and experts predict that up to 80 percent of the population will live in cities by 2050. To accommodate that growth while ensuring quality of life for all residents, cities are increasingly turning to technology. From apps that make it easier for citizens to pitch in on civic improvement projects to comprehensive plans for smarter streets and neighborhoods, new tools and approaches are taking root across the United States and around the world. In this thoughtful, inquisitive collection, Rob Walker—former New York Times columnist and author of the City Tech column for Land Lines magazine—investigates the new technologies afoot and their implications for planners, policymakers, residents, and the virtual and literal landscapes of the cities we call home…(More)”
Tech Agnostic
Book by Greg Epstein: “…Today’s technology has overtaken religion as the chief influence on twenty-first century life and community. In Tech Agnostic, Harvard and MIT’s influential humanist chaplain Greg Epstein explores what it means to be a critical thinker with respect to this new faith. Encouraging readers to reassert their common humanity beyond the seductive sheen of “tech,” this book argues for tech agnosticism—not worship—as a way of life. Without suggesting we return to a mythical pre-tech past, Epstein shows why we must maintain a freethinking critical perspective toward innovation until it proves itself worthy of our faith or not.
Epstein asks probing questions that center humanity at the heart of engineering: Who profits from an uncritical faith in technology? How can we remedy technology’s problems while retaining its benefits? Showing how unbelief has always served humanity, Epstein revisits the historical apostates, skeptics, mystics, Cassandras, heretics, and whistleblowers who embody the tech reformation we desperately need. He argues that we must learn how to collectively demand that technology serve our pursuit of human lives that are deeply worth living…(More)”.
Discounting the Future: The Ascendency of a Political Technology
Book by Liliana Doganova: “Forest fires, droughts, and rising sea levels beg a nagging question: have we lost our capacity to act on the future? Liliana Doganova’s book sheds new light on this anxious query. It argues that our relationship to the future has been trapped in the gears of a device called discounting. While its incidence remains little known, discounting has long been entrenched in market and policy practices, shaping the ways firms and governments look to the future and make decisions accordingly. Thus, a sociological account of discounting formulas has become urgent.
Discounting means valuing things through the flows of costs and benefits that they are likely to generate in the future, with these future flows being literally dis-counted as they are translated in the present. How have we come to think of the future, and of valuation, in such terms? Building on original empirical research in the historical sociology of discounting, Doganova takes us to some of the sites and moments in which discounting took shape and gained momentum: valuation of European forests in the eighteenth and nineteenth centuries; economic theories devised in the early 1900s; debates over business strategies in the postwar era; investor-state disputes over the nationalization of natural resources; and drug development in the biopharmaceutical industry today. Weaving these threads together, the book pleads for an understanding of discounting as a political technology, and of the future as a contested domain…(More)”
Mapmatics: A Mathematician’s Guide to Navigating the World
Book by Paulina Rowińska: “Why are coastlines and borders so difficult to measure? How does a UPS driver deliver hundreds of packages in a single day? And where do elusive serial killers hide? The answers lie in the crucial connection between maps and math.
In Mapmatics, mathematician Paulina Rowińska leads us on a riveting journey around the globe to discover how maps and math are deeply entwined, and always have been. From a sixteenth-century map, an indispensable navigation tool that exaggerates the size of northern countries, to public transport maps that both guide and confound passengers, to congressional maps that can empower or silence whole communities, she reveals how maps and math have shaped not only our sense of space but our worldview. In her hands, we learn how to read maps like a mathematician—to extract richer information and, just as importantly, to question our conclusions by asking what we don’t see…(More)”.
The Unaccountability Machine — why do big systems make bad decisions?
FT Review of book by Dan Davies: “The starting point of Davies’ entertaining, insightful book is that the uncontrolled proliferation of accountability sinks is one of the central drivers of what historian Adam Tooze calls the “polycrisis” of the 21st century. Their influence reaches far beyond frustrated customers endlessly on hold to “computer says no” service departments. In finance, banking crises regularly recur — yet few individual bankers are found at fault. If politicians’ promises flop, they complain they have no power; the Deep State is somehow to blame.
The origin of the problem, Davies argues, is the managerial revolution that began after the second world war, abetted by the advent of cheap computing power and the diffusion of algorithmic decision-making into every sphere of life. These systems have ended up “acting like a car’s crumple-zone to shield any individual manager from a disastrous decision”, he writes. While attractive from the individual’s perspective, they scramble the feedback on which society as a whole depends.
Yet the story, Davies continues, is not so simple. Seen from another perspective, accountability sinks are entirely reasonable responses to the ever-increasing complexity of modern economies. Standardisation and explicit policies and procedures offer the only feasible route to meritocratic recruitment, consistent service and efficient work. Relying on the personal discretion of middle managers would simply result in a different kind of mess…(More)”.
Building Power, Safety, and Trust in Virtual Communities
Book edited by Dina Darwish: “Virtual communities are a new frontier in the digital landscape. While these spaces are only in their infancy, it will not be long before they become a part of much of the population’s daily life. Before that becomes the case, it is important that we instill guidelines and parameters to ensure that those interacting with these digital spaces feel safe within them and are able to use them to their fullest capacity.
Building Power, Safety, and Trust in Virtual Communities examines how online groups help people learn and change the way they think. In this book, different people with different academic backgrounds, methods, and personal experience with virtual groups look at this question. Case studies are included to help exemplify these findings. Together, these chapters discuss how virtual communities are built in ways that thinkers, researchers, and practitioners can understand…(More)”.
Wired Wisdom
Book by Eszter Hargittai and John Palfrey: “Everyone has that one older relative who loves to post misinformation on social media. That older coworker who fell prey to a phishing attack. Or a parent who still can’t quite get the hang of using emoji in texts. By popular account, these incidents are typical of older generations who inevitably struggle with tech woes. But is that the full story?
Absolutely not, according to the findings of Internet researchers Eszter Hargittai and John Palfrey. Their eye-opening book on the Internet’s fastest-growing demographic offers a more nuanced picture—debunking common myths about older adults’ Internet use to offer hope and a necessary call to action. Incorporating original interviews and survey results from thousands of people sixty and over, Wired Wisdom shows that many, in fact, use technology in ways that put younger peers to shame. Over-sixties are often nimble online, and quicker to abandon social media platforms that don’t meet their needs. Despite being targeted more often, they also may be less likely to fall for scams than younger peers. And fake news actually fools fewer people over sixty, who have far more experience evaluating sources and detecting propaganda. Still, there are unseen risks and missed opportunities for this group. Hargittai and Palfrey show that our stereotypes can be hurdles—keeping us from building intergenerational support communities, aiding loved ones to adopt new technology that may improve their lives, and helping us all thrive.
Full of surprising insights, Wired Wisdom helps push readers beyond ageist assumptions, offers practical advice for older tech users and their communities, and ultimately questions what it really means to age well online—no matter your birthdate…(More)”
The Road to Wisdom: On Truth, Science, Faith, and Trust
Book by Francis Collins: “As the COVID-19 pandemic revealed, we have become not just a hyper-partisan society but also a deeply cynical one, distrustful of traditional sources of knowledge and wisdom. Skepticism about vaccines led to the needless deaths of at least 230,000 Americans. “Do your own research” is now a rallying cry in many online rabbit holes. Yet experts can make mistakes, and institutions can lose their moral compass. So how can we navigate through all this?
In The Road to Wisdom, Francis Collins reminds us of the four core sources of judgement and clear thinking: truth, science, faith, and trust. Drawing on his work from the Human Genome Project and heading the National Institutes of Health, as well as on ethics, philosophy, and Christian theology, Collins makes a robust, thoughtful case for each of these sources—their reliability, and their limits. Ultimately, he shows how they work together, not separately—and certainly not in conflict. It is only when we relink these four foundations of wisdom that we can begin to discern the best path forward in life.
Thoughtful, accessible, winsome, and deeply wise, The Road to Wisdom leads us beyond current animosities to surer footing. Here is the moral, philosophical, and scientific framework with which to address the problems of our time—including distrust of public health, partisanship, racism, response to climate change, and threats to our democracy—but also to guide us in our daily lives. This is a book that will repay many readings, and resolve dilemmas that we all face every day…(More)”.
Public Sector Innovation
Book by Mehmet Akif Demircioglu and David B. Audretsch: “Governments around the world are under pressure to do more with less. Dispelling the conventional wisdom that government is the enemy of innovation, this book argues that the promise of innovation addressing the most compelling societal problems will only come to fruition if governments become full partners and participants in innovation. The authors provide a systematic overview, analysis, framework, research agenda, and strategic directions for the study of public sector innovation, examining drivers, sources, barriers, typologies, and outcomes of innovation along with ethics. They suggest that innovation in government requires a new approach to public sector strategy, organization, human resources, and culture. Featuring large data analyses and poignant case studies drawn from best practices across the globe, Demircioglu and Audretsch identify what works and what doesn’t in transforming governments from the periphery to the very heart of the most profound innovations driving societal change and development…(More)”.