8 - Instrumental Variables

In the 8th week of the Introduction to Causal Inference online course, we cover instrumental variables. Please post questions in the YouTube comments section. Introduction to Causal Inference Course Website: causalcourse.com 0:00 Intro 3:05 Outline 3:58 What is an Instrument? 7:15 No Nonparametric Identification of the ATE 8:47 Identification of ATE in Linear Setting 21:10 Nonparametric Identification of the Local ATE 42:39 More General Settings for the ATE

9 - Difference-in-Differences

9 - Difference-in-Differences

7 - Unobserved Confounding, Bounds, and Sensitivity Analysis

7 - Unobserved Confounding, Bounds, and Sensitivity Analysis

1 - A Brief Introduction to Causal Inference (Course Preview)

1 - A Brief Introduction to Causal Inference (Course Preview)

Econometrics - Instrumental Variables

Econometrics - Instrumental Variables

8.4 - Nonparametric Identification of the Local ATE (LATE)

8.4 - Nonparametric Identification of the Local ATE (LATE)

10 - Causal Discovery from Observational Data

10 - Causal Discovery from Observational Data

An intuitive introduction to Instrumental Variables

An intuitive introduction to Instrumental Variables

Lecture 21: Endogeneity and Instrument Variables

Lecture 21: Endogeneity and Instrument Variables

5 - Randomized Experiments and Identification

5 - Randomized Experiments and Identification

2 - Potential Outcomes (Week 2)

2 - Potential Outcomes (Week 2)

Lectures on Causality: Jonas Peters, Part 1

Lectures on Causality: Jonas Peters, Part 1

Lecture 15 Regression Discontinuity

Lecture 15 Regression Discontinuity

Instrumental Variables

Instrumental Variables

Instrumental Variables in Action: Education and Wages (graphs): Causal Inference Bootcamp

Instrumental Variables in Action: Education and Wages (graphs): Causal Inference Bootcamp

Double Machine Learning for Causal and Treatment Effects

Double Machine Learning for Causal and Treatment Effects

19. What is Instrumental Variable? | Endogeneity Causes & Solutions - IV Intuition | AN Economist

19. What is Instrumental Variable? | Endogeneity Causes & Solutions - IV Intuition | AN Economist

Introduction to Instrumental Variables (IV)

Introduction to Instrumental Variables (IV)

Susan Athey Guest Talk - Estimating Heterogeneous Treatment Effects

Susan Athey Guest Talk - Estimating Heterogeneous Treatment Effects

Keynote: The Mathematics of Causal Inference: with Reflections on Machine Learning

Keynote: The Mathematics of Causal Inference: with Reflections on Machine Learning