Increasingly, the decisions that affect our lives--where we go to school, whether we can get a job or a loan, how much we pay for health insurance--are being made not by humans, but by machines. In theory, this should lead to greater fairness: Everyone is judged according to the same rules.But as mathematician and data scientist Cathy O'Neil reveals, the mathematical models being used today are unregulated and uncontestable, even when they're wrong. Most troubling, they reinforce discrimination--propping up the lucky, punishing the downtrodden, and undermining our democracy in the process.

    So much so, in fact, that the 12-month design cycles cited in the last edition have shrunk to 6 or even 3 months today. Which is why, more than ever, you need a smart, practical guide that demonstrates how to plan, budget, organize, and manage your Web redesign - or even you initial design - projects from conceptualization to launch. This volume delivers! In these pages Web designer extraordinaire Kelly Goto and coauthor Emily Cotler have distilled their real-world experience into a sound approach to Web redesign workflow that is as much about business priorities as it is about good design. By focusing on where these priorities intersect, Kelly and Emily get straight to the heart of the matter. Each chapter includes a case study that illustrates a key step in the process, and you'll find a plethora of forms, checklists, and worksheets that help you put knowledge into action.This is an AIGA Design Press book published under Peachpit's New Riders imprint in partnership with AIGA.

    This environment of constant change will only accelerate in the future and traditional business leaders are ill equipped to deal with it. Just as we took our cues from MBAs and the military in casting the ideal CEO of the 20th century, we can look to design - in its broadest form - to model our future leader, the DEO. These leaders possess characteristics, behaviors and mindsets that allow them to excel in unpredictable, fast-moving and value-charged conditions. They are catalysts for transformation and agents of change. A hybrid of strategic business executive and creative problem-solver, the DEO is willing to take on anything as an object of design and looks at ALL problems as design challenges. Readers will learn not only why this form of leadership is essential to the success of modern organizations, but also what characteristics are best suited to this role. Through intimate conversations with leading DEOs, we explore the mindsets, communities, processes and practices common to creative business leaders. The book lays out--graphically and through example--how DEOs run their companies and why this approach makes sense now. We help readers identify these skills in themselves and their colleagues, and we guide them in using these skills to build, revive or reinvent the next generation of great companies and organization.

    But how do you choose the right words? And how do you know if they work? With this practical book, you'll learn how to write strategically for UX, using tools to build foundational pieces for UI text and UX voice strategy.UX content strategist Torrey Podmajersky provides strategies for converting, engaging, supporting, and re-attracting users. You'll use frameworks and patterns for content, methods to measure the content's effectiveness, and processes to create the collaboration necessary for success. You'll also structure your voice throughout so that the brand is easily recognizable to its audience.Learn how UX content works with the software development lifecycleUse a framework to align the UX content with product principlesExplore content-first design to root UX text in conversationLearn how UX text patterns work with different voicesProduce text that's purposeful, concise, conversational, and clear

    The author, Matej Latin, takes complex concepts such as vertical rhythm, modular scale and page composition, and explains them in a simple way. The content of the book is accompanied by live code examples and the readers design and build an example website as they go through it. This is a new typography book for a new medium, the rules haven't changed much, everything else has.

    - Quick, easy approach and a wealth of case studies give readers a crash course in the difference between good and bad branding. - Tons of tips and real-world advice plus a new branding dictionary help readers turn brand strategy into brand design and execution.

    Courses and books on basic statistics rarely cover the topic from a data science perspective. This practical guide explains how to apply various statistical methods to data science, tells you how to avoid their misuse, and gives you advice on what's important and what's not.Many data science resources incorporate statistical methods but lack a deeper statistical perspective. If you're familiar with the R programming language, and have some exposure to statistics, this quick reference bridges the gap in an accessible, readable format.With this book, you'll learn:Why exploratory data analysis is a key preliminary step in data scienceHow random sampling can reduce bias and yield a higher quality dataset, even with big dataHow the principles of experimental design yield definitive answers to questionsHow to use regression to estimate outcomes and detect anomaliesKey classification techniques for predicting which categories a record belongs toStatistical machine learning methods that "learn" from dataUnsupervised learning methods for extracting meaning from unlabeled data

    With simple, creative guidance, this book teaches readers how to learn what they want to learn from the media and other communication sources.

    Think of the familiar map of the New York City subway system, or a diagram of the human brain. Successful visualizations are beautiful not only for their aesthetic design, but also for elegant layers of detail that efficiently generate insight and new understanding.This book examines the methods of two dozen visualization experts who approach their projects from a variety of perspectives -- as artists, designers, commentators, scientists, analysts, statisticians, and more. Together they demonstrate how visualization can help us make sense of the world.Explore the importance of storytelling with a simple visualization exerciseLearn how color conveys information that our brains recognize before we're fully aware of itDiscover how the books we buy and the people we associate with reveal clues to our deeper selvesRecognize a method to the madness of air travel with a visualization of civilian air trafficFind out how researchers investigate unknown phenomena, from initial sketches to published papers Contributors include:Nick Bilton, Michael E. Driscoll, Jonathan Feinberg, Danyel Fisher, Jessica Hagy, Gregor Hochmuth, Todd Holloway, Noah Iliinsky, Eddie Jabbour, Valdean Klump, Aaron Koblin, Robert Kosara, Valdis Krebs, JoAnn Kuchera-Morin et al., Andrew Odewahn, Adam Perer, Anders Persson, Maximilian Schich, Matthias Shapiro, Julie Steele, Moritz Stefaner, Jer Thorp, Fernanda Viegas, Martin Wattenberg, and Michael Young.

    It shows how similar principles can help students understand what people experience when interacting with computers. The book also describes how the user's enjoyment of a computer system should be the biggest design consideration.

    It’s not a lofty book. It’s an affordable resource that feels like a sit-down with someone who has real answers to share.

    Yesterday's web design deliverables fail to take into account the demands of responsive solutions. Design workflow hasn't really changed, but best practices have. This book shows you how to adapt to the new paradigm and create sites for today's web. Some of the strategies you'll learn include: how to better manage client expectations and development requirementsa practical approach for designing in the browserdocumentation methods that outperform static Photoshop compsa method for visualizing the points where responsive designs changeAfter absorbing the lessons in this book, you'll leave behind old-school workflows and start working in ways that are uniquely suited to today's multi-platform web.

    Creative Selection recounts the life of one of the few who worked behind the scenes, a highly-respected software engineer who worked in the final years the Steve Jobs era--the Golden Age of Apple.Ken Kocienda offers an inside look at Apple's creative process. For fifteen years, he was on the ground floor of the company as a specialist, directly responsible for experimenting with novel user interface concepts and writing powerful, easy-to-use software for products including the iPhone, the iPad, and the Safari web browser. His stories explain the symbiotic relationship between software and product development for those who have never dreamed of programming a computer, and reveal what it was like to work on the cutting edge of technology at one of the world's most admired companies.Kocienda shares moments of struggle and success, crisis and collaboration, illuminating each with lessons learned over his Apple career. He introduces the essential elements of innovation--inspiration, collaboration, craft, diligence, decisiveness, taste, and empathy--and uses these as a lens through which to understand productive work culture.An insider's tale of creativity and innovation at Apple, Creative Selection shows readers how a small group of people developed an evolutionary design model, and how they used this methodology to make groundbreaking and intuitive software which countless millions use every day.

    Strategists, managers, designers, and researchers who undertake the challenge of innovation, despite a lack of established procedures and a high risk of failure, will find this an invaluable resource. Novices can learn from it; managers can plan with it; and practitioners of innovation can improve the quality of their work by referring to it.

    This book is focused on the details of data analysis that sometimes fall through the cracks in traditional statistics classes and textbooks. It is based in part on the authors blog posts, lecture materials, and tutorials. The author is one of the co-developers of the Johns Hopkins Specialization in Data Science the largest data science program in the world that has enrolled more than 1.76 million people. The book is useful as a companion to introductory courses in data science or data analysis. It is also a useful reference tool for people tasked with reading and critiquing data analyses. It is based on the authors popular open-source guides available through his Github account (https://github.com/jtleek). The paper is also available through Leanpub (https://leanpub.com/datastyle), if the book is purchased on that platform you are entitled to lifetime free updates.