Mastering Metrics

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Mastering 'Metrics

Joshua D. Angrist,Jörn-Steffen Pischke
Mastering Metrics Book PDF

Author : Joshua D. Angrist,Jörn-Steffen Pischke
Publisher : Princeton University Press
Page : 301 pages
File Size : 54,8 Mb
Release : 2014-12-21
Category : Business & Economics
ISBN : 9781400852383

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Mastering 'Metrics by Joshua D. Angrist,Jörn-Steffen Pischke Pdf

From Joshua Angrist, winner of the Nobel Prize in Economics, and Jörn-Steffen Pischke, an accessible and fun guide to the essential tools of econometric research Applied econometrics, known to aficionados as 'metrics, is the original data science. 'Metrics encompasses the statistical methods economists use to untangle cause and effect in human affairs. Through accessible discussion and with a dose of kung fu–themed humor, Mastering 'Metrics presents the essential tools of econometric research and demonstrates why econometrics is exciting and useful. The five most valuable econometric methods, or what the authors call the Furious Five--random assignment, regression, instrumental variables, regression discontinuity designs, and differences in differences--are illustrated through well-crafted real-world examples (vetted for awesomeness by Kung Fu Panda's Jade Palace). Does health insurance make you healthier? Randomized experiments provide answers. Are expensive private colleges and selective public high schools better than more pedestrian institutions? Regression analysis and a regression discontinuity design reveal the surprising truth. When private banks teeter, and depositors take their money and run, should central banks step in to save them? Differences-in-differences analysis of a Depression-era banking crisis offers a response. Could arresting O. J. Simpson have saved his ex-wife's life? Instrumental variables methods instruct law enforcement authorities in how best to respond to domestic abuse. Wielding econometric tools with skill and confidence, Mastering 'Metrics uses data and statistics to illuminate the path from cause to effect. Shows why econometrics is important Explains econometric research through humorous and accessible discussion Outlines empirical methods central to modern econometric practice Works through interesting and relevant real-world examples

Mastering 'Metrics

Joshua D. Angrist,Jörn-Steffen Pischke
Mastering Metrics Book PDF

Author : Joshua D. Angrist,Jörn-Steffen Pischke
Publisher : Princeton University Press
Page : 300 pages
File Size : 41,9 Mb
Release : 2014-12-21
Category : Business & Economics
ISBN : 9780691152844

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Mastering 'Metrics by Joshua D. Angrist,Jörn-Steffen Pischke Pdf

An accessible and fun guide to the essential tools of econometric research Applied econometrics, known to aficionados as 'metrics, is the original data science. 'Metrics encompasses the statistical methods economists use to untangle cause and effect in human affairs. Through accessible discussion and with a dose of kung fu–themed humor, Mastering 'Metrics presents the essential tools of econometric research and demonstrates why econometrics is exciting and useful. The five most valuable econometric methods, or what the authors call the Furious Five--random assignment, regression, instrumental variables, regression discontinuity designs, and differences in differences--are illustrated through well-crafted real-world examples (vetted for awesomeness by Kung Fu Panda's Jade Palace). Does health insurance make you healthier? Randomized experiments provide answers. Are expensive private colleges and selective public high schools better than more pedestrian institutions? Regression analysis and a regression discontinuity design reveal the surprising truth. When private banks teeter, and depositors take their money and run, should central banks step in to save them? Differences-in-differences analysis of a Depression-era banking crisis offers a response. Could arresting O. J. Simpson have saved his ex-wife's life? Instrumental variables methods instruct law enforcement authorities in how best to respond to domestic abuse. Wielding econometric tools with skill and confidence, Mastering 'Metrics uses data and statistics to illuminate the path from cause to effect. Shows why econometrics is important Explains econometric research through humorous and accessible discussion Outlines empirical methods central to modern econometric practice Works through interesting and relevant real-world examples

Mostly Harmless Econometrics

Joshua D. Angrist,Jörn-Steffen Pischke
Mostly Harmless Econometrics Book PDF

Author : Joshua D. Angrist,Jörn-Steffen Pischke
Publisher : Princeton University Press
Page : 392 pages
File Size : 52,6 Mb
Release : 2009-01-04
Category : Business & Economics
ISBN : 9780691120355

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Mostly Harmless Econometrics by Joshua D. Angrist,Jörn-Steffen Pischke Pdf

In addition to econometric essentials, this book covers important new extensions as well as how to get standard errors right. The authors explain why fancier econometric techniques are typically unnecessary and even dangerous.

Predictive HR Analytics

Dr Martin R. Edwards,Kirsten Edwards
Predictive HR Analytics Book PDF

Author : Dr Martin R. Edwards,Kirsten Edwards
Publisher : Kogan Page Publishers
Page : 537 pages
File Size : 41,5 Mb
Release : 2019-03-03
Category : Business & Economics
ISBN : 9780749484453

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Predictive HR Analytics by Dr Martin R. Edwards,Kirsten Edwards Pdf

HR metrics and organizational people-related data are an invaluable source of information from which to identify trends and patterns in order to make effective business decisions. But HR practitioners often lack the statistical and analytical know-how to fully harness the potential of this data. Predictive HR Analytics provides a clear, accessible framework for understanding and working with people analytics and advanced statistical techniques. Using the statistical package SPSS (with R syntax included), it takes readers step by step through worked examples, showing them how to carry out and interpret analyses of HR data in areas such as employee engagement, performance and turnover. Readers are shown how to use the results to enable them to develop effective evidence-based HR strategies. This second edition has been updated to include the latest material on machine learning, biased algorithms, data protection and GDPR considerations, a new example using survival analyses, and up-to-the-minute screenshots and examples with SPSS version 25. It is supported by a new appendix showing main R coding, and online resources consisting of SPSS and Excel data sets and R syntax with worked case study examples.

Scaling Lean

Ash Maurya
Scaling Lean Book PDF

Author : Ash Maurya
Publisher : Penguin
Page : 305 pages
File Size : 53,7 Mb
Release : 2016-06-14
Category : Business & Economics
ISBN : 9781101980538

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Scaling Lean by Ash Maurya Pdf

Is your “big idea” worth pursuing? What if you could test your business model earlier in the process—before you’ve expended valuable time and resources? You’ve talked to customers. You’ve identified problems that need solving, and maybe even built a minimum viable product. But now there’s a second bridge to cross. How do you tell whether your idea represents a viable business? Do you really have to go through the whole cycle of development, failure, iteration, tweak, repeat? Scaling Lean offers an invaluable blueprint for mod­eling startup success. You’ll learn the essential metrics that measure the output of a working business model, give you the pulse of your company, communicate its health to investors, and enable you to make precise interventions when things go wrong. You’ll also learn how to: · ballpark the viability of a business model using a simple five-minute back-of-the-envelope estimation. · stop using current revenue as a measure of progress (it forces you to fly blind and, often, to overpromise to your shareholders) and instead embrace the met­ric of traction—which helps you identify the leading indicators for future business model growth. · set progressive goals that set you up for exponen­tial long-term success by implementing a staged 10X rollout strategy, like one employed by Face­book and Tesla. · stop burying your breakthrough insights in failed experiments, but rather illuminate them using two-week LEAN sprints to quickly source, rank, and test ideas. Ash Maurya, a serial entrepreneur and author of the startup cult classic Running Lean, pairs real-world examples of startups like Airbnb and Hubspot with techniques from the manufacturing world in this tacti­cal handbook for scaling with maximum efficiency and efficacy. This is vital reading for any startup founder graduating from the incubator stage.

Mastering Shiny

Hadley Wickham
Mastering Shiny Book PDF

Author : Hadley Wickham
Publisher : "O'Reilly Media, Inc."
Page : 372 pages
File Size : 42,6 Mb
Release : 2021-04-29
Category : Computers
ISBN : 9781492047353

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Mastering Shiny by Hadley Wickham Pdf

Master the Shiny web framework—and take your R skills to a whole new level. By letting you move beyond static reports, Shiny helps you create fully interactive web apps for data analyses. Users will be able to jump between datasets, explore different subsets or facets of the data, run models with parameter values of their choosing, customize visualizations, and much more. Hadley Wickham from RStudio shows data scientists, data analysts, statisticians, and scientific researchers with no knowledge of HTML, CSS, or JavaScript how to create rich web apps from R. This in-depth guide provides a learning path that you can follow with confidence, as you go from a Shiny beginner to an expert developer who can write large, complex apps that are maintainable and performant. Get started: Discover how the major pieces of a Shiny app fit together Put Shiny in action: Explore Shiny functionality with a focus on code samples, example apps, and useful techniques Master reactivity: Go deep into the theory and practice of reactive programming and examine reactive graph components Apply best practices: Examine useful techniques for making your Shiny apps work well in production

Causal Inference

Scott Cunningham
Causal Inference Book PDF

Author : Scott Cunningham
Publisher : Yale University Press
Page : 585 pages
File Size : 48,7 Mb
Release : 2021-01-26
Category : Business & Economics
ISBN : 9780300251685

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Causal Inference by Scott Cunningham Pdf

An accessible, contemporary introduction to the methods for determining cause and effect in the social sciences "Causation versus correlation has been the basis of arguments--economic and otherwise--since the beginning of time. Causal Inference: The Mixtape uses legit real-world examples that I found genuinely thought-provoking. It's rare that a book prompts readers to expand their outlook; this one did for me."--Marvin Young (Young MC) Causal inference encompasses the tools that allow social scientists to determine what causes what. In a messy world, causal inference is what helps establish the causes and effects of the actions being studied--for example, the impact (or lack thereof) of increases in the minimum wage on employment, the effects of early childhood education on incarceration later in life, or the influence on economic growth of introducing malaria nets in developing regions. Scott Cunningham introduces students and practitioners to the methods necessary to arrive at meaningful answers to the questions of causation, using a range of modeling techniques and coding instructions for both the R and the Stata programming languages.

Mastering Real Estate Investment

Frank Gallinelli
Mastering Real Estate Investment Book PDF

Author : Frank Gallinelli
Publisher : RealData Inc
Page : 259 pages
File Size : 40,7 Mb
Release : 2008
Category : Art
ISBN : 9780981813806

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Mastering Real Estate Investment by Frank Gallinelli Pdf

By the author of the bestselling guide, "What Every Real Estate Investor Needs to Know about Cash Flow... " (McGraw-Hill, 2004) Develop a command of the essential formulas and concepts that underlie income-property investing: * Capitalization Rate * Net Operating Income * Present Value * Debt Coverage Ratio * Internal Rate of Return and much more Here Gallinelli revisits the 37 key metrics from his "Cash Flow" book and guides you through examples that will lead you to mastery of those concepts. He then takes you beyond those formulas to the next level, with detailed case studies of four different properties: * Single-Family Rental * Renovation Project * Apartment Building * Strip Shopping Center You'll analyze these properties with him and learn to look behind the numbers, to think like a successful investor and to recognize both the opportunities and the perils you might encounter when you invest in real estate. Frank Gallinelli is the founder and President of RealData, Inc., one of the real estate industry's leading software firms since 1982. He has written several books and numerous articles on real estate investing, and teaches income-property analysis in Columbia University's Master of Science in Real Estate Development program.

Mastering Leadership

Robert J. Anderson,William A. Adams
Mastering Leadership Book PDF

Author : Robert J. Anderson,William A. Adams
Publisher : John Wiley & Sons
Page : 384 pages
File Size : 43,8 Mb
Release : 2015-11-04
Category : Business & Economics
ISBN : 9781119147206

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Mastering Leadership by Robert J. Anderson,William A. Adams Pdf

Is your leadership a competitive advantage, or is it costing you? How do you know? Are you developing your leadership effectiveness at the pace of change? For most leaders today, complexity is outpacing their personal and collective development. Most leaders are in over their heads, whether they know it or not. The most successful organizations over time are the best led. While this has always been true, today escalating global complexity puts leadership effectiveness at a premium. Mastering Leadership involves developing the effectiveness of leaders—individually and collectively—and turning that leadership into a competitive advantage. This comprehensive roadmap for optimal leadership features: Breakthrough research that connects increased leadership effectiveness with enhanced business performance The first fully integrated Universal Model of Leadership—one that integrates the best theory and research in the fields of Leadership and Organizational Development over the last half century A free, online self-assessment of your leadership, using the Leadership Circle Profile, visibly outlining how you are currently leading and how to develop even greater effectiveness The five stages in the evolution of leadership—Egocentric, Reactive, Creative, Integral, and Unitive—along with the organizational structures and cultures that develop at each of these stages Six leadership practices for evolving your leadership capability at a faster pace A map of your optimal path to greater leadership effectiveness Case stories that facilitate pragmatic application of this Leadership Development System to your particular situation This timeless, authoritative text provides a systemic approach for developing your senior leaders and the leadership system of your organization. It does not recommend quick fixes, but argues that real development requires a strategic, long-term, and integrated approach in order to forge more effective leaders and enhanced business performance. Mastering Leadership offers a developmental pathway to bring forth the highest and best use of yourself, your life, and your leadership. By more meaningfully deploying all of who you are every day, individually and collectively, you will achieve a leadership legacy consistent with your highest aspirations.

Cybersecurity Risk Management

Cynthia Brumfield
Cybersecurity Risk Management Book PDF

Author : Cynthia Brumfield
Publisher : John Wiley & Sons
Page : 180 pages
File Size : 43,9 Mb
Release : 2021-12-09
Category : Computers
ISBN : 9781119816287

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Cybersecurity Risk Management by Cynthia Brumfield Pdf

Cybersecurity Risk Management In Cybersecurity Risk Management: Mastering the Fundamentals Using the NIST Cybersecurity Framework, veteran technology analyst Cynthia Brumfield, with contributions from cybersecurity expert Brian Haugli, delivers a straightforward and up-to-date exploration of the fundamentals of cybersecurity risk planning and management. The book offers readers easy-to-understand overviews of cybersecurity risk management principles, user, and network infrastructure planning, as well as the tools and techniques for detecting cyberattacks. The book also provides a roadmap to the development of a continuity of operations plan in the event of a cyberattack. With incisive insights into the Framework for Improving Cybersecurity of Critical Infrastructure produced by the United States National Institute of Standards and Technology (NIST), Cybersecurity Risk Management presents the gold standard in practical guidance for the implementation of risk management best practices. Filled with clear and easy-to-follow advice, this book also offers readers: A concise introduction to the principles of cybersecurity risk management and the steps necessary to manage digital risk to systems, assets, data, and capabilities A valuable exploration of modern tools that can improve an organization’s network infrastructure protection A practical discussion of the challenges involved in detecting and responding to a cyberattack and the importance of continuous security monitoring A helpful examination of the recovery from cybersecurity incidents Perfect for undergraduate and graduate students studying cybersecurity, Cybersecurity Risk Management is also an ideal resource for IT professionals working in private sector and government organizations worldwide who are considering implementing, or who may be required to implement, the NIST Framework at their organization.

The Goldilocks Challenge

Mary Kay Gugerty,Dean Karlan
The Goldilocks Challenge Book PDF

Author : Mary Kay Gugerty,Dean Karlan
Publisher : Oxford University Press
Page : 256 pages
File Size : 54,6 Mb
Release : 2018-04-02
Category : Business & Economics
ISBN : 9780199366101

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The Goldilocks Challenge by Mary Kay Gugerty,Dean Karlan Pdf

The social sector provides services to a wide range of people throughout the world with the aim of creating social value. While doing good is great, doing it well is even better. These organizations, whether nonprofit, for-profit, or public, increasingly need to demonstrate that their efforts are making a positive impact on the world, especially as competition for funding and other scarce resources increases. This heightened focus on impact is positive: learning whether we are making a difference enhances our ability to address pressing social problems effectively and is critical to wise stewardship of resources. Yet demonstrating efficacy remains a big hurdle for most organizations. The Goldilocks Challenge provides a parsimonious framework for measuring the strategies and impact of social sector organizations. A good data strategy starts first with a sound theory of change that helps organizations decide what elements they should monitor and measure. With a theory of change providing solid underpinning, the Goldilocks framework then puts forward four key principles, the CART principles: Credible data that are high quality and analyzed appropriately, Actionable data will actually influence future decisions; Responsible data create more benefits than costs; and Transportable data build knowledge that can be used in the future and by others. Mary Kay Gugerty and Dean Karlan combine their extensive experience working with nonprofits, for-profits and government with their understanding of measuring effectiveness in this insightful guide to thinking about and implementing evidence-based change. This book is an invaluable asset for nonprofit, social enterprise and government leaders, managers, and funders-including anyone considering making a charitable contribution to a nonprofit-to ensure that these organizations get it "just right" by knowing what data to collect, how to collect it, how it can be analyzed, and drawing implications from the analysis. Everyone who wants to make positive change should focus on the top priority: using data to learn, innovate, and improve program implementation over time. Gugerty and Karlan show how.

Mastering Market Analytics

Robert Kozielski
Mastering Market Analytics Book PDF

Author : Robert Kozielski
Publisher : Emerald Group Publishing
Page : 443 pages
File Size : 41,6 Mb
Release : 2017-11-24
Category : Business & Economics
ISBN : 9781787148369

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Mastering Market Analytics by Robert Kozielski Pdf

In Mastering Market Analytics, Robert Kozielski presents different measurement systems and marketing activities, along with common mistakes made by organizations and managers in the process of building measurement, and illustrates how to avoid these mistakes.

Introduction to Econometrics

Christopher Dougherty
Introduction to Econometrics Book PDF

Author : Christopher Dougherty
Publisher : Oxford University Press
Page : 593 pages
File Size : 52,5 Mb
Release : 2011-03-03
Category : Business & Economics
ISBN : 9780199567089

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Introduction to Econometrics by Christopher Dougherty Pdf

Taking a modern approach to the subject, this text provides students with a solid grounding in econometrics, using non-technical language wherever possible.

Running Randomized Evaluations

Rachel Glennerster,Kudzai Takavarasha
Running Randomized Evaluations Book PDF

Author : Rachel Glennerster,Kudzai Takavarasha
Publisher : Princeton University Press
Page : 480 pages
File Size : 53,9 Mb
Release : 2013-11-24
Category : Business & Economics
ISBN : 9781400848447

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Running Randomized Evaluations by Rachel Glennerster,Kudzai Takavarasha Pdf

This book provides a comprehensive yet accessible guide to running randomized impact evaluations of social programs. Drawing on the experience of researchers at the Abdul Latif Jameel Poverty Action Lab, which has run hundreds of such evaluations in dozens of countries throughout the world, it offers practical insights on how to use this powerful technique, especially in resource-poor environments. This step-by-step guide explains why and when randomized evaluations are useful, in what situations they should be used, and how to prioritize different evaluation opportunities. It shows how to design and analyze studies that answer important questions while respecting the constraints of those working on and benefiting from the program being evaluated. The book gives concrete tips on issues such as improving the quality of a study despite tight budget constraints, and demonstrates how the results of randomized impact evaluations can inform policy. With its self-contained modules, this one-of-a-kind guide is easy to navigate. It also includes invaluable references and a checklist of the common pitfalls to avoid. Provides the most up-to-date guide to running randomized evaluations of social programs, especially in developing countries Offers practical tips on how to complete high-quality studies in even the most challenging environments Self-contained modules allow for easy reference and flexible teaching and learning Comprehensive yet nontechnical

Mastering Search Analytics

Brent Chaters
Mastering Search Analytics Book PDF

Author : Brent Chaters
Publisher : "O'Reilly Media, Inc."
Page : 401 pages
File Size : 51,5 Mb
Release : 2011-10-14
Category : Computers
ISBN : 9781449302658

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Mastering Search Analytics by Brent Chaters Pdf

Readers learn what data to collect, how to analyze it, and how to act upon it. They will learn how to develop everything from an executive level dashboard and ROI measurement to a deep analysis of a specific term or word to see how it can improve overall ranking.