Book picks similar to
Ethics and Data Science by Mike Loukides


data-science
ethics
philosophy
thought-provoking

The Way We're Working Isn't Working: The Four Forgotten Needs That Energize Great Performance


Tony Schwartz - 2010
    The ethic of "more, bigger, faster" exacts a series of silent but pernicious costs at work, undermining our energy, focus, creativity, and passion. Nearly 75 percent of employees around the world feel disengaged at work every day. "The Way We're Working Isn't Working "offers a groundbreaking approach to reenergizing our lives so we're both more satisfied and more productive--on the job and off.By integrating multidisciplinary findings from the science of high performance, Tony Schwartz, coauthor of the #1 bestselling "The Power of Full Engagement, "makes a persuasive case that we're neglecting the four core needs that energize great performance: sustainability (physical); security (emotional); self-expression (mental); and significance (spiritual). Rather than running like computers at high speeds for long periods, we're at our best when we pulse rhythmically between expending and regularly renewing energy across each of our four needs.Organizations undermine sustainable high performance by forever seeking to get more out of their people. Instead they should seek systematically to meet their four core needs so they're freed, fueled, and inspired to bring the best of themselves to work every day.Drawing on extensive work with an extra-ordinary range of organizations, among them Google, Ford, Sony, Ernst & Young, Shell, IBM, the Los Angeles Police Department, and the Cleveland Clinic, Schwartz creates a road map for a new way of working. At the individual level, he explains how we can build specific rituals into our daily schedules to balance intense effort with regular renewal; offset emotionally draining experiences with practices that fuel resilience; move between a narrow focus on urgent demands and more strategic, creative thinking; and balance a short-term focus on immediate results with a values-driven commitment to serving the greater good. At the organizational level, he outlines new policies, practices, and cultural messages that Schwartz's client companies have adopted."The Way We're Working Isn't Working "offers individuals, leaders, and organizations a highly practical, proven set of strategies to better manage the relentlessly rising demands we all face in an increasingly complex world.

The Starfish and the Spider: The Unstoppable Power of Leaderless Organizations


Ori Brafman - 2006
    But if you cut off a starfish’s leg it grows a new one, and the old leg can grow into an entirely new starfish.What’s the hidden power behind the success of Wikipedia, Craigslist, and Skype? What do eBay and General Electric have in common with the abolitionist and women’s rights movements? What fundamental choice put General Motors and Toyota on vastly different paths? How could winning a Supreme Court case be the biggest mistake MGM could have made?After five years of ground-breaking research, Ori Brafman and Rod Beckstrom share some unexpected answers, gripping stories, and a tapestry of unlikely connections. The Starfish and the Spider argues that organizations fall into two categories: traditional “spiders,” which have a rigid hierarchy and top-down leadership, and revolutionary “starfish,” which rely on the power of peer relationships.The Starfish and the Spider explores what happens when starfish take on spiders (such as the music industry vs. Napster, Kazaa, and the P2P services that followed). It reveals how established companies and institutions, from IBM to Intuit to the US government, are also learning how to incorporate starfish principles to achieve success. The book explores:* How the Apaches fended off the powerful Spanish army for 200 years* The power of a simple circle* The importance of catalysts who have an uncanny ability to bring people together * How the Internet has become a breeding ground for leaderless organizations* How Alcoholics Anonymous has reached untold millions with only a shared ideology and without a leaderThe Starfish and the Spider is the rare book that will change how you understand the world around you.

Predictive Analytics for Dummies


Anasse Bari - 2013
    Predictive Analytics For Dummies explores the power of predictive analytics and how you can use it to make valuable predictions for your business, or in fields such as advertising, fraud detection, politics, and others. This practical book does not bog you down with loads of mathematical or scientific theory, but instead helps you quickly see how to use the right algorithms and tools to collect and analyze data and apply it to make predictions.Topics include using structured and unstructured data, building models, creating a predictive analysis roadmap, setting realistic goals, budgeting, and much more.Shows readers how to use Big Data and data mining to discover patterns and make predictions for tech-savvy businesses Helps readers see how to shepherd predictive analytics projects through their companies Explains just enough of the science and math, but also focuses on practical issues such as protecting project budgets, making good presentations, and more Covers nuts-and-bolts topics including predictive analytics basics, using structured and unstructured data, data mining, and algorithms and techniques for analyzing data Also covers clustering, association, and statistical models; creating a predictive analytics roadmap; and applying predictions to the web, marketing, finance, health care, and elsewhere Propose, produce, and protect predictive analytics projects through your company with Predictive Analytics For Dummies.

Range: Why Generalists Triumph in a Specialized World


David Epstein - 2019
     Plenty of experts argue that anyone who wants to develop a skill, play an instrument, or lead their field should start early, focus intensely, and rack up as many hours of deliberate practice as possible. If you dabble or delay, you'll never catch up to the people who got a head start. But a closer look at research on the world's top performers, from professional athletes to Nobel laureates, shows that early specialization is the exception, not the rule.David Epstein examined the world's most successful athletes, artists, musicians, inventors, forecasters and scientists. He discovered that in most fields--especially those that are complex and unpredictable--generalists, not specialists, are primed to excel. Generalists often find their path late, and they juggle many interests rather than focusing on one. They're also more creative, more agile, and able to make connections their more specialized peers can't see.Provocative, rigorous, and engrossing, Range makes a compelling case for actively cultivating inefficiency. Failing a test is the best way to learn. Frequent quitters end up with the most fulfilling careers. The most impactful inventors cross domains rather than deepening their knowledge in a single area. As experts silo themselves further while computers master more of the skills once reserved for highly focused humans, people who think broadly and embrace diverse experiences and perspectives will increasingly thrive.

Everything Is Miscellaneous: The Power of the New Digital Disorder


David Weinberger - 2007
    Everything Is Miscellaneous: The Power of the New Digital Disorder

A World Without Work: Technology, Automation, and How We Should Respond


Daniel Susskind - 2020
    For centuries, such fears have been misplaced, and many economists maintain that they remain so today. But as Daniel Susskind demonstrates, this time really is different. Breakthroughs in artificial intelligence mean that all kinds of jobs are increasingly at risk.Drawing on almost a decade of research in the field, Susskind argues that machines no longer need to think like us in order to outperform us, as was once widely believed. As a result, more and more tasks that used to be far beyond the capability of computers – from diagnosing illnesses to drafting legal contracts, from writing news reports to composing music – are coming within their reach. The threat of technological unemployment is now real.This is not necessarily a bad thing, Susskind emphasizes. Technological progress could bring about unprecedented prosperity, solving one of humanity’s oldest problems: how to make sure that everyone has enough to live on. The challenges will be to distribute this prosperity fairly, to constrain the burgeoning power of Big Tech, and to provide meaning in a world where work is no longer the center of our lives. Perceptive, pragmatic, and ultimately hopeful, A World Without Work shows the way.

The 100/0 Principle: The Secret of Great Relationships


Al Ritter - 2010
    • If you like "212, the Extra Degree," you are going to love this book! Brian Tracy said..."Eighty percent of life's satisfaction comes from meaningful relationships." Think about it...when you look back at the end of your life what will really matter? Five words...the quality of your relationships. So here's the question: If your relationships are the most important part of your life, what are you doing to make them all they can be? The 100/0 Principle...The Secret of Great Relationships, may be the most important book you'll ever read. The message is truly life-changing. Author Al Ritter is a management consultant who works with CEO's, other leaders and teams, who are committed to achieving breakthrough results. Also, as a professional speaker, Al has delivered over 500 speeches, workshops and seminars. Simply put, The 100/0 Principle is a book that can benefit anyone. It can make your marriage better and greatly improve your relationships with family members, friends, co-workers...even your boss.

Leadership and Self-Deception: Getting Out of the Box


The Arbinger Institute - 2000
    However well intentioned they may be, leaders who deceive themselves always end up undermining their own performance.This straightforward book explains how leaders can discover their own self-deceptions and learn how to escape destructive patterns. The authors demonstrate that breaking out of these patterns leads to improved teamwork, commitment, trust, communication, motivation, and leadership.

Statistics for People Who (Think They) Hate Statistics


Neil J. Salkind - 2000
    The book begins with an introduction to the language of statistics and then covers descriptive statistics and inferential statistics. Throughout, the author offers readers:- Difficulty Rating Index for each chapter′s material- Tips for doing and thinking about a statistical technique- Top tens for everything from the best ways to create a graph to the most effective techniques for data collection- Steps that break techniques down into a clear sequence of procedures- SPSS tips for executing each major statistical technique- Practice exercises at the end of each chapter, followed by worked out solutions.The book concludes with a statistical software sampler and a description of the best Internet sites for statistical information and data resources. Readers also have access to a website for downloading data that they can use to practice additional exercises from the book. Students and researchers will appreciate the book′s unhurried pace and thorough, friendly presentation.

Big Data Now: Current Perspectives from O'Reilly Radar


O'Reilly Radar Team - 2011
    Mike Loukides kicked things off in June 2010 with “What is data science?” and from there we’ve pursued the various threads and themes that naturally emerged. Now, roughly a year later, we can look back over all we’ve covered and identify a number of core data areas: Data issues -- The opportunities and ambiguities of the data space are evident in discussions around privacy, the implications of data-centric industries, and the debate about the phrase “data science” itself. The application of data: products and processes – A “data product” can emerge from virtually any domain, including everything from data startups to established enterprises to media/journalism to education and research. Data science and data tools -- The tools and technologies that drive data science are of course essential to this space, but the varied techniques being applied are also key to understanding the big data arena.The business of data – Take a closer look at the actions connected to data -- the finding, organizing, and analyzing that provide organizations of all sizes with the information they need to compete.

The End of Membership as We Know It: Building the Fortune-Flipping, Must-Have Association of the Next Century


Sarah L. Sladek - 2011
    No, membership is not dead, argues author Sarah Sladek. But associations do need to change their thinking and their models. In The End of Membership As We Know It: Building the Fortune-Flipping, Must-Have Association of the Next Century, Sladek offers practical, proven ways that associations can respond to changes affecting participation such as the generational shifts in the workforce, social changes, and technology-eased access to content and community.The End of Membership As We Know It explains:How niche the new competitive advantage is Why organizational culture has an enormous impact on recruitment and retention What emerging member-prospects value and want Why and how to focus on member ROI instead of program ROI How to craft and deliver compelling benefits rather than features How to extend your reach Which emerging models are taking root and showing promise Providing numerous real-world examples along with specific guidance, The End of Membership As We Know It is a must-have guide for moving your membership model into the future.

Hamlet's BlackBerry: A Practical Philosophy for Building a Good Life in the Digital Age


William Powers - 2010
    Part intellectual journey, part memoir, Hamlet's BlackBerry sets out to solve what William Powers calls the conundrum of connectedness. Our computers and mobile devices do wonderful things for us. But they also impose an enormous burden, making it harder for us to focus, do our best work, build strong relationships, and find the depth and fulfillment we crave.Hamlet's BlackBerry argues that we need a new way of thinking, an everyday philosophy for life with screens. To find it, Powers reaches into the past, uncovering a rich trove of ideas that have helped people manage and enjoy their connected lives for thousands of years. New technologies have always brought the mix of excitement and stress that we feel today. Drawing on some of history's most brilliant thinkers, from Plato to Shakespeare to Thoreau, he shows that digital connectedness serves us best when it's balanced by its opposite, disconnectedness.Using his own life as laboratory and object lesson, Powers demonstrates why this is the moment to revisit our relationship to screens and mobile technologies, and how profound the rewards of doing so can be. Lively, original, and entertaining, Hamlet's BlackBerry will challenge you to rethink your digital life.

Science Fictions: The Epidemic of Fraud, Bias, Negligence and Hype in Science


Stuart Ritchie - 2020
    But what if science itself can’t be relied on?Medicine, education, psychology, health, parenting – wherever it really matters, we look to science for advice. Science Fictions reveals the disturbing flaws that undermine our understanding of all of these fields and more.While the scientific method will always be our best and only way of knowing about the world, in reality the current system of funding and publishing science not only fails to safeguard against scientists’ inescapable biases and foibles, it actively encourages them. From widely accepted theories about ‘priming’ and ‘growth mindset’ to claims about genetics, sleep, microbiotics, as well as a host of drugs, allergies and therapies, we can trace the effects of unreliable, overhyped and even fraudulent papers in austerity economics, the anti-vaccination movement and dozens of bestselling books – and occasionally count the cost in human lives.Stuart Ritchie was among the first people to help expose these problems. In this vital investigation, he gathers together the evidence of their full and shocking extent – and how a new reform movement within science is fighting back. Often witty yet deadly serious, Science Fictions is at the vanguard of the insurgency, proposing a host of remedies to save and protect this most valuable of human endeavours from itself.

Information Theory, Inference and Learning Algorithms


David J.C. MacKay - 2002
    These topics lie at the heart of many exciting areas of contemporary science and engineering - communication, signal processing, data mining, machine learning, pattern recognition, computational neuroscience, bioinformatics, and cryptography. This textbook introduces theory in tandem with applications. Information theory is taught alongside practical communication systems, such as arithmetic coding for data compression and sparse-graph codes for error-correction. A toolbox of inference techniques, including message-passing algorithms, Monte Carlo methods, and variational approximations, are developed alongside applications of these tools to clustering, convolutional codes, independent component analysis, and neural networks. The final part of the book describes the state of the art in error-correcting codes, including low-density parity-check codes, turbo codes, and digital fountain codes -- the twenty-first century standards for satellite communications, disk drives, and data broadcast. Richly illustrated, filled with worked examples and over 400 exercises, some with detailed solutions, David MacKay's groundbreaking book is ideal for self-learning and for undergraduate or graduate courses. Interludes on crosswords, evolution, and sex provide entertainment along the way. In sum, this is a textbook on information, communication, and coding for a new generation of students, and an unparalleled entry point into these subjects for professionals in areas as diverse as computational biology, financial engineering, and machine learning.

Reader, Come Home: The Reading Brain in a Digital World


Maryanne Wolf - 2018
    Since then, the ways we process written language have changed dramatically with many concerned about both their own changes and that of children. New research on the reading brain chronicles these changes in the brains of children and adults as they learn to read while immersed in a digitally dominated medium.Drawing deeply on this research, this book comprises a series of letters Wolf writes to us—her beloved readers—to describe her concerns and her hopes about what is happening to the reading brain as it unavoidably changes to adapt to digital mediums. Wolf raises difficult questions, including:Will children learn to incorporate the full range of "deep reading" processes that are at the core of the expert reading brain?Will the mix of a seemingly infinite set of distractions for children’s attention and their quick access to immediate, voluminous information alter their ability to think for themselves?With information at their fingertips, will the next generation learn to build their own storehouse of knowledge, which could impede the ability to make analogies and draw inferences from what they know?Will all these influences, in turn, change the formation in children and the use in adults of "slower" cognitive processes like critical thinking, personal reflection, imagination, and empathy that comprise deep reading and that influence both how we think and how we live our lives?Will the chain of digital influences ultimately influence the use of the critical analytical and empathic capacities necessary for a democratic society?How can we preserve deep reading processes in future iterations of the reading brain?Who are the "good readers" of every epoch?Concerns about attention span, critical reasoning, and over-reliance on technology are never just about children—Wolf herself has found that, though she is a reading expert, her ability to read deeply has been impacted as she has become, inevitably, increasingly dependent on screens.Wolf draws on neuroscience, literature, education, technology, and philosophy and blends historical, literary, and scientific facts with down-to-earth examples and warm anecdotes to illuminate complex ideas that culminate in a proposal for a biliterate reading brain. Provocative and intriguing, Reader, Come Home is a roadmap that provides a cautionary but hopeful perspective on the impact of technology on our brains and our most essential intellectual capacities—and what this could mean for our future.