Author: Angèle Christin
Publisher: Princeton University Press
ISBN: 0691200009
Category : Social Science
Languages : en
Pages : 268
Book Description
The starkly different ways that American and French online news companies respond to audience analytics and what this means for the future of news When the news moved online, journalists suddenly learned what their audiences actually liked, through algorithmic technologies that scrutinize web traffic and activity. Has this advent of audience metrics changed journalists’ work practices and professional identities? In Metrics at Work, Angèle Christin documents the ways that journalists grapple with audience data in the form of clicks, and analyzes how new forms of clickbait journalism travel across national borders. Drawing on four years of fieldwork in web newsrooms in the United States and France, including more than one hundred interviews with journalists, Christin reveals many similarities among the media groups examined—their editorial goals, technological tools, and even office furniture. Yet she uncovers crucial and paradoxical differences in how American and French journalists understand audience analytics and how these affect the news produced in each country. American journalists routinely disregard traffic numbers and primarily rely on the opinion of their peers to define journalistic quality. Meanwhile, French journalists fixate on internet traffic and view these numbers as a sign of their resonance in the public sphere. Christin offers cultural and historical explanations for these disparities, arguing that distinct journalistic traditions structure how journalists make sense of digital measurements in the two countries. Contrary to the popular belief that analytics and algorithms are globally homogenizing forces, Metrics at Work shows that computational technologies can have surprisingly divergent ramifications for work and organizations worldwide.
Metrics at Work
Author: Angèle Christin
Publisher: Princeton University Press
ISBN: 0691200009
Category : Social Science
Languages : en
Pages : 268
Book Description
The starkly different ways that American and French online news companies respond to audience analytics and what this means for the future of news When the news moved online, journalists suddenly learned what their audiences actually liked, through algorithmic technologies that scrutinize web traffic and activity. Has this advent of audience metrics changed journalists’ work practices and professional identities? In Metrics at Work, Angèle Christin documents the ways that journalists grapple with audience data in the form of clicks, and analyzes how new forms of clickbait journalism travel across national borders. Drawing on four years of fieldwork in web newsrooms in the United States and France, including more than one hundred interviews with journalists, Christin reveals many similarities among the media groups examined—their editorial goals, technological tools, and even office furniture. Yet she uncovers crucial and paradoxical differences in how American and French journalists understand audience analytics and how these affect the news produced in each country. American journalists routinely disregard traffic numbers and primarily rely on the opinion of their peers to define journalistic quality. Meanwhile, French journalists fixate on internet traffic and view these numbers as a sign of their resonance in the public sphere. Christin offers cultural and historical explanations for these disparities, arguing that distinct journalistic traditions structure how journalists make sense of digital measurements in the two countries. Contrary to the popular belief that analytics and algorithms are globally homogenizing forces, Metrics at Work shows that computational technologies can have surprisingly divergent ramifications for work and organizations worldwide.
Publisher: Princeton University Press
ISBN: 0691200009
Category : Social Science
Languages : en
Pages : 268
Book Description
The starkly different ways that American and French online news companies respond to audience analytics and what this means for the future of news When the news moved online, journalists suddenly learned what their audiences actually liked, through algorithmic technologies that scrutinize web traffic and activity. Has this advent of audience metrics changed journalists’ work practices and professional identities? In Metrics at Work, Angèle Christin documents the ways that journalists grapple with audience data in the form of clicks, and analyzes how new forms of clickbait journalism travel across national borders. Drawing on four years of fieldwork in web newsrooms in the United States and France, including more than one hundred interviews with journalists, Christin reveals many similarities among the media groups examined—their editorial goals, technological tools, and even office furniture. Yet she uncovers crucial and paradoxical differences in how American and French journalists understand audience analytics and how these affect the news produced in each country. American journalists routinely disregard traffic numbers and primarily rely on the opinion of their peers to define journalistic quality. Meanwhile, French journalists fixate on internet traffic and view these numbers as a sign of their resonance in the public sphere. Christin offers cultural and historical explanations for these disparities, arguing that distinct journalistic traditions structure how journalists make sense of digital measurements in the two countries. Contrary to the popular belief that analytics and algorithms are globally homogenizing forces, Metrics at Work shows that computational technologies can have surprisingly divergent ramifications for work and organizations worldwide.
Metrics at Work
Author: Angèle Christin
Publisher: Princeton University Press
ISBN: 0691234450
Category : Computers
Languages : en
Pages : 0
Book Description
"Metrics at Work examines how digital metrics and analytics are transforming work practices, professional cultures, and organizational structures in today's economy. The author focuses on journalism, a field that is undergoing massive transformations because of digital technologies. The book follows two news websites with high editorial ambitions, the Paris-based LaPlace and New York City-based TheNotebook, revealing many similarities within each company-their editorial goals, technological tools, and even office furniture among them-as they face growing pressure to attract more traffic and increase their clicks. But beyond these similarities, Metrics at Work uncovers a striking difference between these French and American news sites: the ways in which journalists understand and respond to the analytics. The author draws on four years of ethnographic fieldwork, including over one hundred interviews with American and French journalists, to examine this divergence. While the American journalists routinely disregarded traffic numbers and rely more on the opinion of their peers to define journalistic quality, the French journalists fixated on internet traffic and viewed the numbers as a signal of involvement in the public sphere. Christin offers a cultural explanation, arguing that the historical differences between the two journalistic traditions continue to structure the very different ways that journalists today make sense of audience measurements"--
Publisher: Princeton University Press
ISBN: 0691234450
Category : Computers
Languages : en
Pages : 0
Book Description
"Metrics at Work examines how digital metrics and analytics are transforming work practices, professional cultures, and organizational structures in today's economy. The author focuses on journalism, a field that is undergoing massive transformations because of digital technologies. The book follows two news websites with high editorial ambitions, the Paris-based LaPlace and New York City-based TheNotebook, revealing many similarities within each company-their editorial goals, technological tools, and even office furniture among them-as they face growing pressure to attract more traffic and increase their clicks. But beyond these similarities, Metrics at Work uncovers a striking difference between these French and American news sites: the ways in which journalists understand and respond to the analytics. The author draws on four years of ethnographic fieldwork, including over one hundred interviews with American and French journalists, to examine this divergence. While the American journalists routinely disregarded traffic numbers and rely more on the opinion of their peers to define journalistic quality, the French journalists fixated on internet traffic and viewed the numbers as a signal of involvement in the public sphere. Christin offers a cultural explanation, arguing that the historical differences between the two journalistic traditions continue to structure the very different ways that journalists today make sense of audience measurements"--
Metrics
Author: Martin Klubeck
Publisher: Apress
ISBN: 1430237279
Category : Business & Economics
Languages : en
Pages : 355
Book Description
Metrics are a hot topic. Executive leadership, boards of directors, management, and customers are all asking for data-based decisions. As a result, many managers, professionals, and change agents are asked to develop metrics, but have no clear idea of how to produce meaningful ones. Wouldn’t it be great to have a simple explanation of how to collect, analyze, report, and use measurements to improve your organization? Metrics: How to Improve Key Business Results provides that explanation and the tools you'll need to make your organization more effective. Not only does the book explain the “why” of metrics, but it walks you through a step-by-step process for creating a report card that provides a clear picture of organizational health and how well you satisfy customer needs. Metrics will help you to measure the right things, the right way—the first time. No wasted effort, no chasing data. The report card provides a simple tool for viewing the health of your organization, from the outside in. You will learn how to measure the key components of the report card and thereby improve real measures of business success, like repeat customers, customer loyalty, and word-of-mouth advertising. This book: Provides a step-by-step guide for building an organizational effectiveness report card Takes you from identifying key services and products and using metrics, to determining business strategy Provides examples of how to identify, collect, analyze, and report metrics that will be immediately useful for improving all aspects of the enterprise, including IT
Publisher: Apress
ISBN: 1430237279
Category : Business & Economics
Languages : en
Pages : 355
Book Description
Metrics are a hot topic. Executive leadership, boards of directors, management, and customers are all asking for data-based decisions. As a result, many managers, professionals, and change agents are asked to develop metrics, but have no clear idea of how to produce meaningful ones. Wouldn’t it be great to have a simple explanation of how to collect, analyze, report, and use measurements to improve your organization? Metrics: How to Improve Key Business Results provides that explanation and the tools you'll need to make your organization more effective. Not only does the book explain the “why” of metrics, but it walks you through a step-by-step process for creating a report card that provides a clear picture of organizational health and how well you satisfy customer needs. Metrics will help you to measure the right things, the right way—the first time. No wasted effort, no chasing data. The report card provides a simple tool for viewing the health of your organization, from the outside in. You will learn how to measure the key components of the report card and thereby improve real measures of business success, like repeat customers, customer loyalty, and word-of-mouth advertising. This book: Provides a step-by-step guide for building an organizational effectiveness report card Takes you from identifying key services and products and using metrics, to determining business strategy Provides examples of how to identify, collect, analyze, and report metrics that will be immediately useful for improving all aspects of the enterprise, including IT
The Tyranny of Metrics
Author: Jerry Z. Muller
Publisher: Princeton University Press
ISBN: 0691191263
Category : Business & Economics
Languages : en
Pages : 245
Book Description
How the obsession with quantifying human performance threatens business, medicine, education, government—and the quality of our lives Today, organizations of all kinds are ruled by the belief that the path to success is quantifying human performance, publicizing the results, and dividing up the rewards based on the numbers. But in our zeal to instill the evaluation process with scientific rigor, we've gone from measuring performance to fixating on measuring itself—and this tyranny of metrics now threatens the quality of our organizations and lives. In this brief, accessible, and powerful book, Jerry Muller uncovers the damage metrics are causing and shows how we can begin to fix the problem. Filled with examples from business, medicine, education, government, and other fields, the book explains why paying for measured performance doesn't work, why surgical scorecards may increase deaths, and much more. But Muller also shows that, when used as a complement to judgment based on personal experience, metrics can be beneficial, and he includes an invaluable checklist of when and how to use them. The result is an essential corrective to a harmful trend that increasingly affects us all.
Publisher: Princeton University Press
ISBN: 0691191263
Category : Business & Economics
Languages : en
Pages : 245
Book Description
How the obsession with quantifying human performance threatens business, medicine, education, government—and the quality of our lives Today, organizations of all kinds are ruled by the belief that the path to success is quantifying human performance, publicizing the results, and dividing up the rewards based on the numbers. But in our zeal to instill the evaluation process with scientific rigor, we've gone from measuring performance to fixating on measuring itself—and this tyranny of metrics now threatens the quality of our organizations and lives. In this brief, accessible, and powerful book, Jerry Muller uncovers the damage metrics are causing and shows how we can begin to fix the problem. Filled with examples from business, medicine, education, government, and other fields, the book explains why paying for measured performance doesn't work, why surgical scorecards may increase deaths, and much more. But Muller also shows that, when used as a complement to judgment based on personal experience, metrics can be beneficial, and he includes an invaluable checklist of when and how to use them. The result is an essential corrective to a harmful trend that increasingly affects us all.
All the News That’s Fit to Click
Author: Caitlin Petre
Publisher: Princeton University Press
ISBN: 0691254931
Category : Computers
Languages : en
Pages : 280
Book Description
"Over the past fifteen years, journalism has experienced a rapid proliferation of data about online reader behavior in the form of web metrics. These newsroom metrics influence which stories are written, how news is promoted, and which journalists get hired and fired. Some argue that metrics help journalists better serve their audiences. Others worry that metrics are the contemporary equivalent of a stopwatch-wielding factory manager. In Desperate Measures, Caitlin Petre offers a rare behind-the-scenes look at how metrics are reshaping the work of journalism. Over a period of four years, Petre conducted a mix of in-depth interviews and ethnographic observation at three sites. The book first shows how metrics tools are designed and marketed, via Petre's research at the prominent news analytics company Chartbeat. Petre then follows Chartbeat's tool into the newsrooms of two of the company's highest-profile clients: Gawker Media and The New York Times. She finds that newsroom metrics are a powerful form of managerial surveillance and discipline. However, unlike the manager's stopwatch that preceded them, digital metrics are designed to gain the trust of wary journalists by providing a habit-forming user experience that mimics key features of addictive games. She details how the ambiguous nature of the data lead journalists to draw seemingly arbitrary boundaries around uses of audience metrics that are either legitimate or illegitimate. And she examines how metrics intersect with existing newsroom hierarchies. As performance analytics spread to virtually every professional field, Petre's findings speak to the future of expertise and labor relations in contexts far beyond journalism"--
Publisher: Princeton University Press
ISBN: 0691254931
Category : Computers
Languages : en
Pages : 280
Book Description
"Over the past fifteen years, journalism has experienced a rapid proliferation of data about online reader behavior in the form of web metrics. These newsroom metrics influence which stories are written, how news is promoted, and which journalists get hired and fired. Some argue that metrics help journalists better serve their audiences. Others worry that metrics are the contemporary equivalent of a stopwatch-wielding factory manager. In Desperate Measures, Caitlin Petre offers a rare behind-the-scenes look at how metrics are reshaping the work of journalism. Over a period of four years, Petre conducted a mix of in-depth interviews and ethnographic observation at three sites. The book first shows how metrics tools are designed and marketed, via Petre's research at the prominent news analytics company Chartbeat. Petre then follows Chartbeat's tool into the newsrooms of two of the company's highest-profile clients: Gawker Media and The New York Times. She finds that newsroom metrics are a powerful form of managerial surveillance and discipline. However, unlike the manager's stopwatch that preceded them, digital metrics are designed to gain the trust of wary journalists by providing a habit-forming user experience that mimics key features of addictive games. She details how the ambiguous nature of the data lead journalists to draw seemingly arbitrary boundaries around uses of audience metrics that are either legitimate or illegitimate. And she examines how metrics intersect with existing newsroom hierarchies. As performance analytics spread to virtually every professional field, Petre's findings speak to the future of expertise and labor relations in contexts far beyond journalism"--
Working Backwards
Author: Colin Bryar
Publisher: St. Martin's Press
ISBN: 1250267609
Category : Business & Economics
Languages : en
Pages : 198
Book Description
Working Backwards is an insider's breakdown of Amazon's approach to culture, leadership, and best practices from two long-time Amazon executives—with lessons and techniques you can apply to your own company, and career, right now. In Working Backwards, two long-serving Amazon executives reveal the principles and practices that have driven the success of one of the most extraordinary companies the world has ever known. With twenty-seven years of Amazon experience between them—much of it during the period of unmatched innovation that created products and services including Kindle, Amazon Prime, Amazon Studios, and Amazon Web Services—Bryar and Carr offer unprecedented access to the Amazon way as it was developed and proven to be repeatable, scalable, and adaptable. With keen analysis and practical steps for applying it at your own company—no matter the size—the authors illuminate how Amazon’s fourteen leadership principles inform decision-making at all levels of the company. With a focus on customer obsession, long-term thinking, eagerness to invent, and operational excellence, Amazon’s ground-level practices ensure these characteristics are translated into action and flow through all aspects of the business. Working Backwards is both a practical guidebook and the story of how the company grew to become so successful. It is filled with the authors’ in-the-room recollections of what “Being Amazonian” is like and how their time at the company affected their personal and professional lives. They demonstrate that success on Amazon’s scale is not achieved by the genius of any single leader, but rather through commitment to and execution of a set of well-defined, rigorously-executed principles and practices—shared here for the very first time. Whatever your talent, career or organization might be, find out how you can put Working Backwards to work for you.
Publisher: St. Martin's Press
ISBN: 1250267609
Category : Business & Economics
Languages : en
Pages : 198
Book Description
Working Backwards is an insider's breakdown of Amazon's approach to culture, leadership, and best practices from two long-time Amazon executives—with lessons and techniques you can apply to your own company, and career, right now. In Working Backwards, two long-serving Amazon executives reveal the principles and practices that have driven the success of one of the most extraordinary companies the world has ever known. With twenty-seven years of Amazon experience between them—much of it during the period of unmatched innovation that created products and services including Kindle, Amazon Prime, Amazon Studios, and Amazon Web Services—Bryar and Carr offer unprecedented access to the Amazon way as it was developed and proven to be repeatable, scalable, and adaptable. With keen analysis and practical steps for applying it at your own company—no matter the size—the authors illuminate how Amazon’s fourteen leadership principles inform decision-making at all levels of the company. With a focus on customer obsession, long-term thinking, eagerness to invent, and operational excellence, Amazon’s ground-level practices ensure these characteristics are translated into action and flow through all aspects of the business. Working Backwards is both a practical guidebook and the story of how the company grew to become so successful. It is filled with the authors’ in-the-room recollections of what “Being Amazonian” is like and how their time at the company affected their personal and professional lives. They demonstrate that success on Amazon’s scale is not achieved by the genius of any single leader, but rather through commitment to and execution of a set of well-defined, rigorously-executed principles and practices—shared here for the very first time. Whatever your talent, career or organization might be, find out how you can put Working Backwards to work for you.
Social Media Metrics Secrets
Author: John Lovett
Publisher: John Wiley & Sons
ISBN: 1118149017
Category : Computers
Languages : en
Pages : 386
Book Description
Invaluable advice on analyzing and measuring the effects of social media Do you wish you could sit down with an expert to figure out whether or not your social media initiatives are working? With Social Media Metrics Secrets, you can! Expert John Lovett taps into his years of training and experience to reveal tips, tricks, and advice on how to analyze and measure the effects of social media and gauge the success of your initiatives. He uses mini case studies to demonstrate how to manage social operations with process and technology by applying key performance indicators, and assessing the business value of social media. Highlights how social media can impact all aspects of your business and transform the way you quantify successful interactions with customers Shares innovative techniques for managing the massive volume of social analytics data by putting data to work in ways that contribute to your organizational goals Details techniques for adopting a Social Analytics Framework for understanding evolving consumer behavior necessary to compete in a socially networked future Written in a conversational tone, Social Media Metrics Secrets goes behind the scenes to present you with unbeatable advice and unparalleled insight into social media metrics.
Publisher: John Wiley & Sons
ISBN: 1118149017
Category : Computers
Languages : en
Pages : 386
Book Description
Invaluable advice on analyzing and measuring the effects of social media Do you wish you could sit down with an expert to figure out whether or not your social media initiatives are working? With Social Media Metrics Secrets, you can! Expert John Lovett taps into his years of training and experience to reveal tips, tricks, and advice on how to analyze and measure the effects of social media and gauge the success of your initiatives. He uses mini case studies to demonstrate how to manage social operations with process and technology by applying key performance indicators, and assessing the business value of social media. Highlights how social media can impact all aspects of your business and transform the way you quantify successful interactions with customers Shares innovative techniques for managing the massive volume of social analytics data by putting data to work in ways that contribute to your organizational goals Details techniques for adopting a Social Analytics Framework for understanding evolving consumer behavior necessary to compete in a socially networked future Written in a conversational tone, Social Media Metrics Secrets goes behind the scenes to present you with unbeatable advice and unparalleled insight into social media metrics.
Gaming the Metrics
Author: Mario Biagioli
Publisher: MIT Press
ISBN: 0262356570
Category : Education
Languages : en
Pages : 307
Book Description
How the increasing reliance on metrics to evaluate scholarly publications has produced new forms of academic fraud and misconduct. The traditional academic imperative to “publish or perish” is increasingly coupled with the newer necessity of “impact or perish”—the requirement that a publication have “impact,” as measured by a variety of metrics, including citations, views, and downloads. Gaming the Metrics examines how the increasing reliance on metrics to evaluate scholarly publications has produced radically new forms of academic fraud and misconduct. The contributors show that the metrics-based “audit culture” has changed the ecology of research, fostering the gaming and manipulation of quantitative indicators, which lead to the invention of such novel forms of misconduct as citation rings and variously rigged peer reviews. The chapters, written by both scholars and those in the trenches of academic publication, provide a map of academic fraud and misconduct today. They consider such topics as the shortcomings of metrics, the gaming of impact factors, the emergence of so-called predatory journals, the “salami slicing” of scientific findings, the rigging of global university rankings, and the creation of new watchdogs and forensic practices.
Publisher: MIT Press
ISBN: 0262356570
Category : Education
Languages : en
Pages : 307
Book Description
How the increasing reliance on metrics to evaluate scholarly publications has produced new forms of academic fraud and misconduct. The traditional academic imperative to “publish or perish” is increasingly coupled with the newer necessity of “impact or perish”—the requirement that a publication have “impact,” as measured by a variety of metrics, including citations, views, and downloads. Gaming the Metrics examines how the increasing reliance on metrics to evaluate scholarly publications has produced radically new forms of academic fraud and misconduct. The contributors show that the metrics-based “audit culture” has changed the ecology of research, fostering the gaming and manipulation of quantitative indicators, which lead to the invention of such novel forms of misconduct as citation rings and variously rigged peer reviews. The chapters, written by both scholars and those in the trenches of academic publication, provide a map of academic fraud and misconduct today. They consider such topics as the shortcomings of metrics, the gaming of impact factors, the emergence of so-called predatory journals, the “salami slicing” of scientific findings, the rigging of global university rankings, and the creation of new watchdogs and forensic practices.
Escape Velocity: Better Metrics for Agile Teams
Author: Doc Norton
Publisher: OnBelay Consulting, LLC
ISBN: 0578644851
Category : Computers
Languages : en
Pages : 179
Book Description
Velocity is the most commonly used metric in agile software delivery. It is also perhaps the least effective metrics in agile software delivery. In "Escape Velocity", Doc Norton walks the reader through common issues with metrics and how to avoid them, altermative metrics that not only help agile teams perform better, but enable them to continuously improve, and techniques for forecasting that vastly outperform the use of velocity. In a quirky, casual, and information dense style, Doc Norton makes the topic of tracking data entertaining and shows us how to be more effective in the pursuit of excellent software.
Publisher: OnBelay Consulting, LLC
ISBN: 0578644851
Category : Computers
Languages : en
Pages : 179
Book Description
Velocity is the most commonly used metric in agile software delivery. It is also perhaps the least effective metrics in agile software delivery. In "Escape Velocity", Doc Norton walks the reader through common issues with metrics and how to avoid them, altermative metrics that not only help agile teams perform better, but enable them to continuously improve, and techniques for forecasting that vastly outperform the use of velocity. In a quirky, casual, and information dense style, Doc Norton makes the topic of tracking data entertaining and shows us how to be more effective in the pursuit of excellent software.
Mastering 'Metrics
Author: Joshua D. Angrist
Publisher: Princeton University Press
ISBN: 0691152845
Category : Business & Economics
Languages : en
Pages : 300
Book Description
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
Publisher: Princeton University Press
ISBN: 0691152845
Category : Business & Economics
Languages : en
Pages : 300
Book Description
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