Book picks similar to
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data-science
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Hooked: How to Build Habit-Forming Products


Nir Eyal - 2013
    Through consecutive “hook cycles,” these products reach their ultimate goal of bringing users back again and again without depending on costly advertising or aggressive messaging.Hooked is based on Eyal’s years of research, consulting, and practical experience. He wrote the book he wished had been available to him as a start-up founder—not abstract theory, but a how-to guide for building better products. Hooked is written for product managers, designers, marketers, start-up founders, and anyone who seeks to understand how products influence our behavior.Eyal provides readers with:• Practical insights to create user habits that stick.• Actionable steps for building products people love.• Fascinating examples from the iPhone to Twitter, Pinterest to the Bible App, and many other habit-forming products.

Microsoft Excel Data Analysis and Business Modeling


Wayne L. Winston - 2004
    For more than a decade, well-known consultant and business professor Wayne Winston has been teaching corporate clients and MBA students the most effective ways to use Microsoft Excel for data analysis, modeling, and decision making. Now this award-winning educator shares the best of his classroom experience in this practical, business-focused guide. Each chapter advances your data analysis and modeling expertise using real-world examples and learn-by-doing exercises. You also get all the book’s problem-and-solution files on CD—for all the practice you need to solve complex problems and work smarter with Excel.Learn how to solve real business problems with Excel!Create best, worst, and most-likely scenarios for sales Calculate how long it would take to recoup a project’s startup costs Plan personal finances, such as computing loan terms or saving for retirement Estimate a product’s demand curve Simulate stock performance over a year Determine which product mix will yield the greatest profits Interpret the effects of price and advertising on sales Assign a dollar value to customer loyalty Manage inventory and order quantities with precision Create customer service queues with short wait times Estimate the probabilities of equipment failure Model business uncertainties Get new perspectives on data with PivotTable dynamic views Help predict quarterly revenue, outcomes of sporting events, presidential elections, and more! On the CD:Practice files for all the book’s exercises Solutions for problem sets Fully searchable eBook A Note Regarding the CD or DVDThe print version of this book ships with a CD or DVD. For those customers purchasing one of the digital formats in which this book is available, we are pleased to offer the CD/DVD content as a free download via O'Reilly Media's Digital Distribution services. To download this content, please visit O'Reilly's web site, search for the title of this book to find its catalog page, and click on the link below the cover image (Examples, Companion Content, or Practice Files). Note that while we provide as much of the media content as we are able via free download, we are sometimes limited by licensing restrictions. Please direct any questions or concerns to booktech@oreilly.com.

A Project Guide to UX Design: For User Experience Designers in the Field or in the Making


Russ Unger - 2009
    If you are an organization that really needs to start grokking UX this book is also for you. " -- Chris Bernard, User Experience Evangelist, Microsoft User experience design is the discipline of creating a useful and usable Web site or application--one that's easily navigated and meets the needs of both the site owner and its users. But there's a lot more to successful UX design than knowing the latest Web technologies or design trends: It takes diplomacy, project management skills, and business savvy. That's where this book comes in. Authors Russ Unger and Carolyn Chandler show you how to integrate UX principles into your project from start to finish. - Understand the various roles in UX design, identify stakeholders, and enlist their support- Obtain consensus from your team on project objectives- Define the scope of your project and avoid mission creep- Conduct user research and document your findings- Understand and communicate user behavior with personas- Design and prototype your application or site- Make your product findable with search engine optimization- Plan for development, product rollout, and ongoing quality assurance

Cracking the PM Interview: How to Land a Product Manager Job in Technology


Gayle Laakmann McDowell - 2013
    Cracking the PM Interview is a comprehensive book about landing a product management role in a startup or bigger tech company. Learn how the ambiguously-named "PM" (product manager / program manager) role varies across companies, what experience you need, how to make your existing experience translate, what a great PM resume and cover letter look like, and finally, how to master the interview: estimation questions, behavioral questions, case questions, product questions, technical questions, and the super important "pitch."

Behind Every Good Decision: How Anyone Can Use Business Analytics to Turn Data into Profitable Insight


Piyanka Jain - 2014
    Nothing could be further from the truth. In Behind Every Good Decision, authors and analytics experts Piyanka Jain and Puneet Sharma demonstrate how professionals at any level can take the information at their disposal and leverage it to make better decisions. The authors’ streamlined frame work demystifies the process of business analytics and helps anyone move from data to decisions in just five steps…using only Excel as a tool. Readers will learn how to: Clarify the business question • Lay out a hypothesis-driven plan • Pull relevant data • Convert it to insights • Make decisions that make an impact Packed with examples and exercises, this refreshingly accessible book explains the four fundamental analytic techniques that can help solve a surprising 80% of all business problems. Business analytics isn’t rocket science—it’s a simple problem-solving tool that can help companies increase revenue, decrease costs, improve products, and delight customers. And who doesn’t want to do that?

Brand Warfare: 10 Rules for Building the Killer Brand


David F. D'Alessandro - 2001
    It is more than a book about brands, and contains many sound lessons for strategy and the role of leaders.­­Michael E. Porter, Harvard Business SchoolPractical, psychologically astute, and clearly written, this book has much to offer business folk of all stripes.­­Publishers Weekly

Escaping the Build Trap: How Effective Product Management Creates Real Value


Melissa Perri - 2018
    Companies that live and die by outputs often fall into the "build trap," cranking out features to meet their schedule rather than the customer’s needs. In this book, Melissa Perri explains how laying the foundation for great product management can help companies solve real customer problems while achieving business goals. By understanding how to communicate and collaborate within a company structure, you can create a product culture that benefits both the business and the customer. You’ll learn product management principles that can be applied to any organization, big or small. In five parts, this book explores: Why organizations ship features rather than cultivate the value those features represent How to set up a product organization that scales How product strategy connects a company’s vision and economic outcomes back to the product activities How to identify and pursue the right opportunities for producing value through an iterative product framework How to build a culture focused on successful outcomes over outputs

Becoming Your Best: The 12 Principles of Highly Successful Leaders


Steve Shallenberger - 2014
    The book's 12 principles can help any leader develop a culture of excellence and include Be True to Character; Use Your Imagination; Tap the Power of Knowledge; Never Give Up; Seek Peace & Balance; and Lead with a Vision.Steven Shallenberger has more than 40 years of experience as a successful entrepreneur, CEO, executive, corporate trainer, and community leader. He is also the founder of Synergy Companies, an energy management and environmental solutions company with more than 400 employees.

Millennials & Management: The Essential Guide to Making It Work at Work


Lee Caraher - 2014
    Finding productive ways to work across the generation gap is essential, and the organizations that do this well will have significant strategic advantages over those that don’t.What’s in it For We?: Closing the Gap Between Millennials and Management addresses a very real concern of large and small businesses nationwide: how to motivate, collaborate with, and manage the millennial generation, who now make up almost 50% of the American workforce. The key is to change Boomer attitudes from disbelief and derision to acceptance and respect without giving up work standards. Using real world examples, author Lee Caraher gives leaders data-driven steps to take to co-create a productive workplace for today and tomorrow.

How to Be Good at Performance Appraisals: Simple, Effective, Done Right


Dick Grote - 2011
    One of a manager's toughest--and most important--responsibilities is to evaluate an employee's performance, providing honest feedback and clarifying what they've done well and where they need to improve. In How to Be Good at Performance Appraisals, Dick Grote provides a concise, hands-on guide to succeeding at every step of the performance appraisal process--no matter what performance management system your organization uses. Through step-by-step instructions, examples, do-and-don't bullet lists, sample dialogues, and suggested scripts, he shows you how to handle every appraisal activity from setting goals and defining job responsibilities to evaluating performance quality and discussing the performance evaluation face-to-face. Based on decades of experience guiding managers through their biggest challenges, Grote helps answer the questions he hears most often: -How do I set goals effectively? How many goals should someone set?-How do I evaluate a person's behaviors? Which counts more, behaviors or results? -How do I determine the right performance appraisal rating? How do I explain my rating to a skeptical employee?-How do I tell someone she's not meeting my expectations? How do I deliver bad news? Grote also explains how to tackle other thorny performance management tasks, including determining compensation and terminating poor performers. In accessible and useful language, How to Be Good at Performance Appraisals will help you handle performance appraisals confidently and successfully, no matter the size or culture of your organization. It's the one book you need to excel at this daunting yet critical task.

The Sabermetric Revolution: Assessing the Growth of Analytics in Baseball


Benjamin Baumer - 2013
    Rocketed to popularity by the 2003 bestseller Moneyball and the film of the same name, the use of sabermetrics to analyze player performance has appeared to be a David to the Goliath of systemically advantaged richer teams that could be toppled only by creative statistical analysis. The story has been so compelling that, over the past decade, team after team has integrated statistical analysis into its front office. But how accurately can crunching numbers quantify a player's ability? Do sabermetrics truly level the playing field for financially disadvantaged teams? How much of the baseball analytic trend is fad and how much fact?The Sabermetric Revolution sets the record straight on the role of analytics in baseball. Former Mets sabermetrician Benjamin Baumer and leading sports economist Andrew Zimbalist correct common misinterpretations and develop new methods to assess the effectiveness of sabermetrics on team performance. Tracing the growth of front office dependence on sabermetrics and the breadth of its use today, they explore how Major League Baseball and the field of sports analytics have changed since the 2002 season. Their conclusion is optimistic, but the authors also caution that sabermetric insights will be more difficult to come by in the future. The Sabermetric Revolution offers more than a fascinating case study of the use of statistics by general managers and front office executives: for fans and fantasy leagues, this book will provide an accessible primer on the real math behind moneyball as well as new insight into the changing business of baseball.

Bayes Theorem: A Visual Introduction For Beginners


Dan Morris - 2016
    Bayesian statistics is taught in most first-year statistics classes across the nation, but there is one major problem that many students (and others who are interested in the theorem) face. The theorem is not intuitive for most people, and understanding how it works can be a challenge, especially because it is often taught without visual aids. In this guide, we unpack the various components of the theorem and provide a basic overview of how it works - and with illustrations to help. Three scenarios - the flu, breathalyzer tests, and peacekeeping - are used throughout the booklet to teach how problems involving Bayes Theorem can be approached and solved. Over 60 hand-drawn visuals are included throughout to help you work through each problem as you learn by example. The illustrations are simple, hand-drawn, and in black and white. For those interested, we have also included sections typically not found in other beginner guides to Bayes Rule. These include: A short tutorial on how to understand problem scenarios and find P(B), P(A), and P(B|A). For many people, knowing how to approach scenarios and break them apart can be daunting. In this booklet, we provide a quick step-by-step reference on how to confidently understand scenarios.A few examples of how to think like a Bayesian in everyday life. Bayes Rule might seem somewhat abstract, but it can be applied to many areas of life and help you make better decisions. It is a great tool that can help you with critical thinking, problem-solving, and dealing with the gray areas of life. A concise history of Bayes Rule. Bayes Theorem has a fascinating 200+ year history, and we have summed it up for you in this booklet. From its discovery in the 1700’s to its being used to break the German’s Enigma Code during World War 2, its tale is quite phenomenal.Fascinating real-life stories on how Bayes formula is used in everyday life.From search and rescue to spam filtering and driverless cars, Bayes is used in many areas of modern day life. We have summed up 3 examples for you and provided an example of how Bayes could be used.An expanded definitions, notations, and proof section.We have included an expanded definitions and notations sections at the end of the booklet. In this section we define core terms more concretely, and also cover additional terms you might be confused about. A recommended readings section.From The Theory That Would Not Die to a few other books, there are a number of recommendations we have for further reading. Take a look! If you are a visual learner and like to learn by example, this intuitive booklet might be a good fit for you. Bayesian statistics is an incredibly fascinating topic and likely touches your life every single day. It is a very important tool that is used in data analysis throughout a wide-range of industries - so take an easy dive into the theorem for yourself with a visual approach!If you are looking for a short beginners guide packed with visual examples, this booklet is for you.

Scrum: The Art of Doing Twice the Work in Half the Time


Jeff Sutherland - 2014
    It already drives most of the world’s top technology companies. And now it’s starting to spread to every domain where leaders wrestle with complex projects. If you’ve ever been startled by how fast the world is changing, Scrum is one of the reasons why. Productivity gains of as much as 1200% have been recorded, and there’s no more lucid – or compelling – explainer of Scrum and its bright promise than Jeff Sutherland, the man who put together the first Scrum team more than twenty years ago. The thorny problem Jeff began tackling back then boils down to this: people are spectacularly bad at doing things with agility and efficiency. Best laid plans go up in smoke. Teams often work at cross purposes to each other. And when the pressure rises, unhappiness soars. Drawing on his experience as a West Point-educated fighter pilot, biometrics expert, early innovator of ATM technology, and V.P. of engineering or CTO at eleven different technology companies, Jeff began challenging those dysfunctional realities, looking for solutions that would have global impact. In this book you’ll journey to Scrum’s front lines where Jeff’s system of deep accountability, team interaction, and constant iterative improvement is, among other feats, bringing the FBI into the 21st century, perfecting the design of an affordable 140 mile per hour/100 mile per gallon car, helping NPR report fast-moving action in the Middle East, changing the way pharmacists interact with patients, reducing poverty in the Third World, and even helping people plan their weddings and accomplish weekend chores. Woven with insights from martial arts, judicial decision making, advanced aerial combat, robotics, and many other disciplines, Scrum is consistently riveting. But the most important reason to read this book is that it may just help you achieve what others consider unachievable – whether it be inventing a trailblazing technology, devising a new system of education, pioneering a way to feed the hungry, or, closer to home, a building a foundation for your family to thrive and prosper.

The Road to Reinvention: How to Disrupt Your Organization Before the Competition Does


Josh Linkner - 2014
    When people and organizations rest on prior successes rather than driving purposeful transformation, they discover too late that they have lost their market position altogether to competitors and external forces.The most successful companies, brands, and individuals make reinvention a regular part of their business strategies. Transformation demands an ongoing process of discovery and imagination, and "The Road to Reinvention" lays out a systematic approach for continually challenging and reinventing yourself and your business. Venture capitalist and serial entrepreneur Josh Linkner identifies six elements in any business that are ripe for reinvention and shares examples, methods, and step-by-step techniques for creating deliberate, productive disruption.Throughout "The Road to Reinvention," Linkner also explores the history--the great rise, unprecedented fall, and now rebirth--of his beloved hometown, Detroit. First rising to greatness as the result of breathtaking innovation, Detroit had generations of booming growth before succumbing to apathy, atrophy, and finally bankruptcy. Now, the city is rising from the ashes and driving sustainable success through an intense focus on reinvention. Linkner brings an insider's view of this incredible story of grit, determination, and creativity, sharing his perspective on Detroit's successes and setbacks as a profound example of large-scale organizational and personal transformation.Change is inevitable. You need to decide: Will you drive that change, or be driven away by it? Will you disrupt or be disrupted? By choosing to deliberately reimagine your own status quo, you can secure a strong future for both your company and your career.

The Lean Startup: How Today's Entrepreneurs Use Continuous Innovation to Create Radically Successful Businesses


Eric Ries - 2011
    But many of those failures are preventable. The Lean Startup is a new approach being adopted across the globe, changing the way companies are built and new products are launched. Eric Ries defines a startup as an organization dedicated to creating something new under conditions of extreme uncertainty. This is just as true for one person in a garage or a group of seasoned professionals in a Fortune 500 boardroom. What they have in common is a mission to penetrate that fog of uncertainty to discover a successful path to a sustainable business.The Lean Startup approach fosters companies that are both more capital efficient and that leverage human creativity more effectively. Inspired by lessons from lean manufacturing, it relies on "validated learning," rapid scientific experimentation, as well as a number of counter-intuitive practices that shorten product development cycles, measure actual progress without resorting to vanity metrics, and learn what customers really want. It enables a company to shift directions with agility, altering plans inch by inch, minute by minute.Rather than wasting time creating elaborate business plans, The Lean Startup offers entrepreneurs - in companies of all sizes - a way to test their vision continuously, to adapt and adjust before it's too late. Ries provides a scientific approach to creating and managing successful startups in a age when companies need to innovate more than ever.