This guide also helps you understand the many data-mining techniques in use today.Based on an MBA course Provost has taught at New York University over the past ten years, Data Science for Business provides examples of real-world business problems to illustrate these principles. You’ll not only learn how to improve communication between business stakeholders and data scientists, but also how participate intelligently in your company’s data science projects. You’ll also discover how to think data-analytically, and fully appreciate how data science methods can support business decision-making.Understand how data science fits in your organization—and how you can use it for competitive advantageTreat data as a business asset that requires careful investment if you’re to gain real valueApproach business problems data-analytically, using the data-mining process to gather good data in the most appropriate wayLearn general concepts for actually extracting knowledge from dataApply data science principles when interviewing data science job candidates

    The findings will surprise many readers and, quite frankly, upset others.The ChallengeBuilt to Last, the defining management study of the nineties, showed how great companies triumph over time and how long-term sustained performance can be engineered into the DNA of an enterprise from the very beginning. But what about the company that is not born with great DNA? How can good companies, mediocre companies, even bad companies achieve enduring greatness? The StudyFor years, this question preyed on the mind of Jim Collins. Are there companies that defy gravity and convert long-term mediocrity or worse into long-term superiority? And if so, what are the universal distinguishing characteristics that cause a company to go from good to great?The StandardsUsing tough benchmarks, Collins and his research team identified a set of elite companies that made the leap to great results and sustained those results for at least fifteen years. How great? After the leap, the good-to-great companies generated cumulative stock returns that beat the general stock market by an average of seven times in fifteen years, better than twice the results delivered by a composite index of the world's greatest companies, including Coca-Cola, Intel, General Electric, and Merck. The ComparisonsThe research team contrasted the good-to-great companies with a carefully selected set of comparison companies that failed to make the leap from good to great. What was different? Why did one set of companies become truly great performers while the other set remained only good? The FindingsThe findings of the Good to Great study will surprise many readers and shed light on virtually every area of management strategy and practice. The findings include:Level 5 Leaders: The research team was shocked to discover the type of leadership required to achieve greatness.The Hedgehog Concept (Simplicity within the Three Circles): To go from good to great requires transcending the curse of competence.A Culture of Discipline: When you combine a culture of discipline with an ethic of entrepreneurship, you get the magical alchemy of great results. Technology Accelerators: Good-to-great companies think differently about the role of technology.The Flywheel and the Doom Loop: Those who launch radical change programs and wrenching restructurings will almost certainly fail to make the leap.

    A pocket-sized overview of roles, artifacts and the sprint cycle, adapted from the bestseller The Elements of Scrum by Chris Sims & Hillary Louise Johnson

    The value chain. Five forces. Industry structure. Differentiation. Relative cost. If you want to understand how companies achieve and sustain competitive success, Michael Porter’s frameworks are the foundation. But while everyone in business may know Porter’s name, many managers misunderstand and misuse his concepts.Understanding Michael Porter sets the record straight, providing the first concise, accessible summary of Porter’s revolutionary thinking. Written with Porter’s full cooperation by Joan Magretta, his former editor at Harvard Business Review, this new book delivers fresh, clear examples to illustrate and update Porter’s ideas.Magretta uses her wide business experience to translate Porter’s powerful insights into practice and to correct the most common misconceptions about them—for instance, that competition is about being unique, not being the best; that it is a contest over profits, not a battle between rivals; that strategy is about choosing to make some customers unhappy, not being all things to all customers.An added feature is an original Q&A with Porter himself, which includes answers to managers’ FAQs.Eminently readable, this book will enable every manager in your organization to grasp Porter’s ideas—and swiftly deploy them to drive your company’s success.

    Things a Little Bird Told Me From GQ's "Nerd of the Year" to one of Time's most influential people in the world, Biz Stone represents different things to different people. But he is known to all as the creative, effervescent, funny, charmingly positive and remarkably savvy co-founder of Twitter-the social media platform that singlehandedly changed the way the world works. Now, Biz tells fascinating, pivotal, and personal stories from his early life and his careers at Google and Twitter, sharing his knowledge about the nature and importance of ingenuity today. In Biz's world: Opportunity can be manufactured Great work comes from abandoning a linear way of thinking Creativity never runs out Asking questions is free Empathy is core to personal and global success In this book, Biz also addresses failure, the value of vulnerability, ambition, and corporate culture. Whether seeking behind-the-scenes stories, advice, or wisdom and principles from one of the most successful businessmen of the new century, Things a Little Bird Told Me will satisfy every reader.

    We're rebelling against technology that's too complicated, DVD players with too many menus, and software accompanied by 75-megabyte "read me" manuals. The iPod's clean gadgetry has made simplicity hip. But sometimes we find ourselves caught up in the simplicity paradox: we want something that's simple and easy to use, but also does all the complex things we might ever want it to do. In The Laws of Simplicity, John Maeda offers ten laws for balancing simplicity and complexity in business, technology, and design—guidelines for needing less and actually getting more.Maeda—a professor in MIT's Media Lab and a world-renowned graphic designer—explores the question of how we can redefine the notion of "improved" so that it doesn't always mean something more, something added on.Maeda's first law of simplicity is "Reduce." It's not necessarily beneficial to add technology features just because we can. And the features that we do have must be organized (Law 2) in a sensible hierarchy so users aren't distracted by features and functions they don't need. But simplicity is not less just for the sake of less. Skip ahead to Law 9: "Failure: Accept the fact that some things can never be made simple." Maeda's concise guide to simplicity in the digital age shows us how this idea can be a cornerstone of organizations and their products—how it can drive both business and technology. We can learn to simplify without sacrificing comfort and meaning, and we can achieve the balance described in Law 10. This law, which Maeda calls "The One," tells us: "Simplicity is about subtracting the obvious, and adding the meaningful."

    Bill Bryson’s A Walk in the Woods is one example. Richard Feynman’s “Surely You’re Joking, Mr. Feynman!” is another. Now comes Youngme Moon’s Different, a book for “people who don’t read business books.” Actually, it’s more like a personal conversation with a friend who has thought deeply about how the world works … and who gets you to see that world in a completely new light.  If there is one strain of conventional wisdom pervading every company in every industry, it’s the absolute importance of “competing like crazy.” Youngme Moon’s message is simply “Get off this treadmill that’s taking you nowhere. Going tit for tat and adding features, augmentations, and gimmicks to beat the competition has the perverse result of making you like everyone else.” Different provides a highly original perspective on what it means to offer something that is meaningfully different—different in a manner that is both fundamental and comprehensive.  Youngme Moon identifies the outliers, the mavericks, the iconoclasts—the players who have thoughtfully rejected orthodoxy in favor of an approach that is more adventurous. Some are even “hostile,” almost daring you to buy what they are selling. The MINI Cooper was launched with fearless abandon: “Worried that this car is too small? Look here. It’s even smaller than you think.”  These are players that strike a genuine chord with even the most jaded consumers. In fact, almost every success story of the past two decades has been an exception to the rule. Simply go to your computer and compare AOL and Yahoo! with Google. The former pile on feature upon feature to their home pages, while Google is like an austere boutique, dominating a category filled with “extras.” Different shows how to succeed in a world where conformity reigns…but exceptions rule.

    In this book, Agile Alliance cofounder Mike Cohn discusses the philosophy of agile estimating and planning and shows you exactly how to get the job done, with real-world examples and case studies.Concepts are clearly illustrated and readers are guided, step by step, toward how to answer the following questions: What will we build? How big will it be? When must it be done? How much can I really complete by then? You will first learn what makes a good plan-and then what makes it agile.Using the techniques in Agile Estimating and Planning , you can stay agile from start to finish, saving time, conserving resources, and accomplishing more. Highlights include:Why conventional prescriptive planning fails and why agile planning works How to estimate feature size using story points and ideal days--and when to use each How and when to re-estimate How to prioritize features using both financial and nonfinancial approaches How to split large features into smaller, more manageable ones How to plan iterations and predict your team's initial rate of progress How to schedule projects that have unusually high uncertainty or schedule-related risk How to estimate projects that will be worked on by multiple teams Agile Estimating and Planning supports any agile, semiagile, or iterative process, including Scrum, XP, Feature-Driven Development, Crystal, Adaptive Software Development, DSDM, Unified Process, and many more. It will be an indispensable resource for every development manager, team leader, and team member.

    Creating something from nothing is an unpredictable journey. The first mile births a new idea into existence, and the final mile is all about letting go. We love talking about starts and finishes, even though the middle stretch is the most important and often the most ignored and misunderstood.    Broken into three sections with 100+ lessons, this no-nonsense book will help you: • Endure the roller coaster of successes and failures by strengthening your resolve, embracing the long-game, and short-circuiting your reward system to get to the finish line. • Optimize what’s working so you can improve the way you hire, better manage your team, and meet your customers’ needs. • Finish strong and avoid the pitfalls many entrepreneurs make, so you can overcome resistance, exit gracefully, and continue onto your next creative endeavor with ease. With insightful interviews from today’s leading entrepreneurs, artists, writers, and executives, as well as Belsky’s own experience working with companies like Airbnb, Pinterest, Uber, and sweetgreen, The Messy Middle will outfit you to find your way through the hardest parts of any bold project or new venture.

    Rather than believing they have to start with a big idea or plan a whole project out in advance, trying to foresee the final outcome, they make a series of little bets about what might be a good direction, learning from lots of little failures and from small but highly significant wins that allow them to happen upon unexpected avenues and arrive at extraordinary outcomes.           Based on deep and extensive research, including more than 200 interviews with leading innovators, Sims discovered that productive, creative thinkers and doers—from Ludwig van Beethoven to Thomas Edison and Amazon’s Jeff Bezos—practice a key set of simple but ingenious experimental methods—such as failing quickly to learn fast, tapping into the genius of play, and engaging in highly immersed observation—that free their minds, opening them up to making unexpected connections and perceiving invaluable insights. These methods also unshackle them from the constraints of overly analytical thinking and linear problem solving that our education places so much emphasis on, as well as from the fear of failure, all of which thwart so many of us in trying to be more innovative.               Reporting on a fascinating range of research, from the psychology of creative blocks to the influential Silicon Valley–based field of design thinking, Sims offers engaging and wonderfully illuminating accounts of breakthrough innovators at work, including how Hewlett-Packard stumbled onto the breakaway success of the first hand-held calculator; the remarkable storyboarding process at Pixar films that has been the key to their unbroken streak of box office successes; the playful discovery process by which Frank Gehry arrived at his critically acclaimed design for Disney Hall; the aha revelation that led Amazon to pursue its wildly successful affiliates program; and the U.S. Army’s ingenious approach to counterinsurgency operations that led to the dramatic turnaround in Iraq.               Fast paced and as entertaining as it is illuminating, Little Bets offers a whole new way of thinking about how to break away from the narrow strictures of the methods of analyzing and problem solving we were all taught in school and unleash our untapped creative powers.

    Edited by the Sustainability Institute’s Diana Wright, this essential primer brings systems thinking out of the realm of computers and equations and into the tangible world, showing readers how to develop the systems-thinking skills that thought leaders across the globe consider critical for 21st-century life.Some of the biggest problems facing the world—war, hunger, poverty, and environmental degradation—are essentially system failures. They cannot be solved by fixing one piece in isolation from the others, because even seemingly minor details have enormous power to undermine the best efforts of too-narrow thinking.While readers will learn the conceptual tools and methods of systems thinking, the heart of the book is grander than methodology. Donella Meadows was known as much for nurturing positive outcomes as she was for delving into the science behind global dilemmas. She reminds readers to pay attention to what is important, not just what is quantifiable, to stay humble, and to stay a learner.In a world growing ever more complicated, crowded, and interdependent, Thinking in Systems helps readers avoid confusion and helplessness, the first step toward finding proactive and effective solutions.

    Through four years of groundbreaking research, Dr. Nicole Forsgren, Jez Humble, and Gene Kim set out to find a way to measure software delivery performance—and what drives it—using rigorous statistical methods. This book presents both the findings and the science behind that research. Readers will discover how to measure the performance of their teams, and what capabilities they should invest in to drive higher performance.

    The key to achieving HYPERGROWTH is being customer-driven. So if you’re ready to start putting your customers first, keep reading... What You’ll Learn: A New Approach to Product Management and Developing SaaS Products People Love Today, there’s no excuse for not communicating with customers on a daily basis. Messaging has exploded, new generations are focused on 1:1 communication by default, and artificial intelligence is finally coming so we can deliver 1:1 at scale. So why would you build a product, or a company, without leaning into the advantages of that ecosystem? In his new book, HYPERGROWTH, serial entrepreneur and Drift co-founder/CEO David Cancel shares a modern approach for building products and structuring teams that makes customer communication a central priority. The book tells the story of how Cancel’s customer-driven approach started out as a test with a product team (Performable), transformed an entire organization (HubSpot), and sparked a new movement (Drift). What’s Inside: Practical Advice and Frameworks for Becoming Customer-Driven and Growing Your Business Responsive Development (RD): a new approach to building products that adds the customer back into the equation The Burndown Framework: a framework for implementing Responsive Development that’s faster and more flexible than Agile. The Three-Person Team: the customer-driven way to structure engineering teams. Each team consists of a tech lead who manages two other engineers. Getting Rid of Roadmaps: through building a culture of transparency and accountability and working closely with internal customers, you can release product updates more rapidly and iteratively. The Spotlight Framework: a framework for helping you focus on the right parts of customer feedback so you can take the appropriate next steps. The framework breaks feedback down into three main categories: user experience issues, product marketing issues, and positioning issues. Who This Book Is For: Entrepreneurs, Startup Founders, Product Managers, Product Teams, Marketing Teams … Entire Companies! Every part of your business can benefit from being customer-driven. With the rise of SaaS and the on-demand economy, customer expectations have changed. Customers expect their voices to be heard. They find value in being part of a community, and being part of that journey of creating the product. So stop running your business like we’re still living in the 2000s. It’s time to take a customer-driven approach. Here’s what people are saying about the book: “David Cancel is one of the best when it comes to building products that customers love. And now he’s sharing his wisdom and writing the book explaining how he does it. This is a must read for any entrepreneur or business owner.” -MARK ROBERGE Senior Lecturer, Harvard Business School, Former SVP of Sale and Services at HubSpot ”When it comes to building business software, there’s no one better than David Cancel, and I saw fi

    Using real-world case studies - from Apple, Netflix, and Walmart to an African hand pump, a New York City park, and the B-17 bomber - the book clearly explains why including the customer is an essential ingredient of success for any team, company, or organization. Coauthors Mark Hurst and Phil Terry, pioneers in the field of customer experience, provide practical tips for a strategic, customer-inclusive approach that generates results.

    How has Google done it? Veteran technology reporter Steven Levy was granted unprecedented access to the company, and in this revelatory book he takes readers inside Google headquarters—the Googleplex—to show how Google works.While they were still students at Stanford, Google cofounders Larry Page and Sergey Brin revolutionized Internet search. They followed this brilliant innovation with another, as two of Google’s earliest employees found a way to do what no one else had: make billions of dollars from Internet advertising. With this cash cow, Google was able to expand dramatically and take on other transformative projects: more efficient data centers, open-source cell phones, free Internet video (YouTube), cloud computing, digitizing books, and much more.The key to Google’s success in all these businesses, Levy reveals, is its engineering mind-set and adoption of such Internet values as speed, openness, experimentation, and risk taking. After its unapologetically elitist approach to hiring, Google pampers its engineers—free food and dry cleaning, on-site doctors and masseuses—and gives them all the resources they need to succeed. Even today, with a workforce of more than 23,000, Larry Page signs off on every hire.But has Google lost its innovative edge? With its newest initiative, social networking, Google is chasing a successful competitor for the first time. Some employees are leaving the company for smaller, nimbler start-ups. Can the company that famously decided not to be evil still compete?No other book has ever turned Google inside out as Levy does with In the Plex.