Dive into a comprehensive video series on causal inference through Duke University's Causal Inference Bootcamp. Explore key concepts including controlled and randomized experiments, the Oregon Health Experiment, noncompliance issues, and interpreting treatment effects. Examine real-world case studies like the Perry Preschool Project and its long-term impacts on education and crime. Learn about statistical inference, experiment design challenges, and natural experiments. Investigate historical examples such as the London Cholera Outbreak and its role in data visualization. Gain insights into analyzing missing data, addressing spillover effects, and understanding the complexities of policy manipulation in natural experiments. Enhance your understanding of causal inference methodologies and their applications in social science research through this in-depth, 2.5-hour educational journey.
Causal Inference Bootcamp - Your Guide to Experiments
Overview
Syllabus
Controlled Experiments: Causal Inference Bootcamp.
Randomized Experiments: Causal Inference Bootcamp.
Design of the Oregon Health Experiment: Causal Inference Bootcamp.
Noncompliance in Experiments: Causal Inference Bootcamp.
Reading Avg Treatment Effects & Confidence Intervals: Depression in OHE: Causal Inference Bootcamp.
Reading Avg Treatment Effect & Confidence Interval: Cholesterol in OHE: Causal Inference Bootcamp.
Survey Noncompliance: Causal Inference Bootcamp.
Comparing Survey Nonresponders to Responders: Causal Inference Bootcamp.
Introducing the Perry Preschool Project: Causal Inference Bootcamp.
Perry Preschool: Comparing Educational Attainment Data: Causal Inference Bootcamp.
Perry Preschool: Comparing Preschool's Effects on Crime: Causal Inference Bootcamp.
Perry Preschool: Measuring the Lifetime Cost of Crime: Causal Inference Bootcamp.
Issues with Sample Sizes: Causal Inference Bootcamp.
What is the Point of Statistical Inference?: Causal Inference Bootcamp.
Randomized Controlled Trials: Causal Inference Bootcamp.
Important Issues in Experiment Design These Videos Ignore: Causal Inference Bootcamp.
Common Issues in Experiments: Causal Inference Bootcamp.
Difficulties in Performing Experiments: Causal Inference Bootcamp.
Finding Lifetime Outcomes of Experiments: Causal Inference Bootcamp.
Spillover Effects Among Subjects: Causal Inference Bootcamp.
The Two Kinds of Natural Experiments: Causal Inference Bootcamp.
Resistance to Policy Manipulation in Natural Experiments: Causal Inference Bootcamp.
Finding Data from Natural Experiments: Causal Inference Bootcamp.
Justifying As-If Randomization: Causal Inference Bootcamp.
Analyzing Natural Experiments: Causal Inference Bootcamp.
Analyzing Data from Natural Experiments: Causal Inference Bootcamp.
Giving Property Rights to Squatters: The Effect on Teenage Pregnancy: Causal Inference Bootcamp.
London Cholera Outbreak: Early Data Visualizations.
London Cholera Outbreak: Was it a Natural Experiment?: Causal Inference Bootcamp.
Bounds Analysis for Missing Data: Causal Inference Bootcamp.
Causal Inference Issues in Lab Experiments: Causal Inference Bootcamp.
Taught by
Mod•U: Powerful Concepts in Social Science
