Media Summary: This module introduces some jargon for discussing the data we will analyze, and discusses the important problem of In this module we analyze some data from the Perry Preschool experiment. We look at the Here we discuss all the key elements you'll see in regression tables, and how to read them. Part of Duke University's

Measurement Causal Inference Bootcamp - Detailed Analysis & Overview

This module introduces some jargon for discussing the data we will analyze, and discusses the important problem of In this module we analyze some data from the Perry Preschool experiment. We look at the Here we discuss all the key elements you'll see in regression tables, and how to read them. Part of Duke University's Which change drove which metric? Detecting effects while rolling out multiple experiments can be difficult. Experimentation allows ... This module discusses the importance of counterfactuals in This module discusses the first step in a data analysis: describing your data. The

This module introduces the concepts of the distribution of treatment effects, and the average treatment We've seen some examples of RDD, but how do we actually formally compute We describe how scientists talk about the effect of treatments at the individual or unit level. The In this three part sequence of modules we explain how you could actually compute LATE from a real dataset. Part of Duke ... Here we describe the main idea behind instrumental variables analysis. Part of Duke University's In this module we do an intention-to-treat analysis of the

This module discusses the problem of finding data for natural experiments.

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Measurement: Causal Inference Bootcamp
Tyler VanderWeele: Causal Inference and Measure Construction: Towards a New Model of Measurement
Perry Preschool: Measuring Lifetime Cost of Crime: Causal Inference Bootcamp
Recap of Causal Inference Bootcamp: Causal Inference Bootcamp
Basic Elements of a Regression Table: Causal Inference Bootcamp
Measuring Causality
Counterfactuals: Causal Inference Bootcamp
Describing Data: Causal Inference Bootcamp
Average Treatment Effects: Causal Inference Bootcamp
How to Compute Causal Effects Using Regression Discontinuity: Causal Inference Bootcamp
Unit Level Effects: Causal Inference Bootcamp
Computing LATE, Part 1: Dividing the Population: Causal Inference Bootcamp
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