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Preface | |
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Acknowledgments | |
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Measurement: The Solution Exists | |
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The Intangibles and the Challenge | |
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An Intuitive Measurement Habit: Eratosthenes, Enrico, & Emily | |
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How an Ancient Greek Measured the Size of Earth | |
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Estimating: Be Like Fermi | |
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Experiments: Not Just for Adults | |
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Notes on What to Learn from Eratosthenes, Enrico, and Emily | |
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The Illusion of Intangibles: Why Immeasurables Aren't | |
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The Concept of Measurement | |
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The Object of Measurement | |
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The Methods of Measurement | |
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Economic Objections to Measurement | |
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The Broader Objection to the Usefulness of "Statistics" | |
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Ethical Objections to Measurement | |
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Toward a Universal Approach to Measurement | |
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Before You Measure | |
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Clarifying the Measurement Problem | |
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Getting the Language Right: What "Uncertainty" and "Risk" Really Mean | |
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Examples of Clarification: Lessons for Business from, of All Places, Government | |
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Calibrated Estimates: How Much Do You Know Now? | |
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Testing Your Ability to Assess Odds | |
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Calibration Exercise | |
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Further Improvements on Calibration | |
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Conceptual Obstacles to Calibration | |
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The Effects of Calibration | |
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Measuring Risk: Introduction to the Monte Carlo Simulation | |
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An Example of the Monte Carlo Method and Risk | |
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Tools and Other Resources for Monte Carlo Simulations | |
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The Risk Paradox | |
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Measuring the Value of Information | |
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The Chance of Being Wrong and the Cost of Being Wrong: Expected Opportunity Loss | |
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The Value of Information for Ranges | |
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The Imperfect World: The Value of Partial Uncertainty Reduction | |
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The Epiphany Equation: The Value of a Measurement Changes Everything | |
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Summarizing Uncertainty, Risk, and Information Value: The First Measurements | |
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Measurement Methods | |
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The Transition: From What to Measure to How to Measure | |
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Tools of Observation: Introduction to the Instrument of Measurement | |
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Decomposition | |
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Secondary Research: Assuming You Weren't the First to Measure It | |
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The Basic Methods of Observation: If One Doesn't Work, Try the Next | |
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Measure Just Enough | |
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Consider the Error | |
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Choose and Design the Instrument | |
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Sampling Reality: How Observing Some Things Tells Us about All Things | |
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Building an Intuition for Random Sampling: The Jelly Bean Example | |
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A Little About Little Samples: A Beer Brewer's Approach | |
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The Easiest Sample Statistics Ever | |
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A Biased Sample of Sampling Methods | |
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Measure to the Threshold | |
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Experiment | |
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Seeing Relationships in the Data: An Introduction to Regression Modeling | |
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Bayes: Adding to What You Know Now | |
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Simple Bayesian Statistics | |
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Using Your Natural Bayesian Instinct | |
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Heterogeneous Benchmarking: A "Brand Damage" Application | |
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Getting a Bit More Technical: Bayesian Inversion for Ranges | |
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Beyond the Basics | |
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Preference and Attitudes: The Softer Side of Measurement | |
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Observing Opinions, Values, and the Pursuit of Happiness | |
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A Willingness to Pay: Measuring Value via Trade-offs | |
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Putting It All on the Line: Quantifying Risk Tolerance | |
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Quantifying Subjective Trade-offs: Dealing with Multiple Conflicting Preferences | |
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Keeping the Big Picture in Mind: Profit Maximization versus Subjective Trade-offs | |
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The Ultimate Measurement Instrument: Human Judges | |
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Homo absurdus: The Weird Reasons behind Our Decisions | |
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Getting Organized: A Performance Evaluation Example | |
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Surprisingly Simple Linear Models | |
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How to Standardize Any Evaluation: Rasch Models | |
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Removing Human Inconsistency: The Lens Model | |
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Panacea or Placebo?: Questionable Methods of Measurement | |
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Comparing the Methods | |
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New Measurement Instruments for Management | |
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The Twenty-First-Century Tracker: Keeping Tabs with Technology | |
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Measuring the World: The Internet as an Instrument | |
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Prediction Markets: Wall Street Efficiency Applied to Measurements | |
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A Universal Measurement Method: Applied Information Economics | |
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Bringing the Pieces Together | |
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Case: The Value of the System That Monitors Your Drinking Water | |
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Case: Forecasting Fuel for the Marine Corps | |
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Ideas for Getting Started: A Few Final Examples | |
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Summarizing the Philosophy | |
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Calibration Tests | |
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Index | |