Causal Inference -- 9/23 -- Heckman Selection Model
This series of online lectures covers the most important causal research designs in economics and other social sciences. This is the second of five videos on Marginal Treatment Effects (MTE). The video covers Heckman's selection model and two-step procedure. The course is based on two textbooks: Mostly Harmless Econometrics by Joshua Angrist and Steve Pischke (2009): https://press.princeton.edu/books/pap... Causal Inference -- the Mixtape by Scott Cunningham (2020): https://mixtape.scunning.com/ The slides for the course can be downloaded here: https://8650ac82-9ca9-4f0f-936f-a74eb... Course outline: 1 Basics of causal inference (2 videos) 2 Instrumental variables (5 videos) 3 Marginal treatment effects (4 videos) 4 Regression discontinuity and kink designs (4 videos) 5 Difference-in-differences (5 videos) 6 Synthetic control (2 videos) Get in touch: follow me on twitter: / ben_elsner website: https://www.benjaminelsner.com profile on linkedin: / benjamin-elsner-b71b98bb
Causal Inference -- 10/23 -- Heterogeneous Treatment Effects and Target Parameters (ATE, ATT, etc)
Heckman sample selection model
Causal Inference -- 1/23 -- Basics of Research Design I
Best Practices in Empirical Research: Endogeneity - Selection Bias and the Heckman Two-Step Method
Stata - How to Estimate a Heckman Selection Model
"Fuzzy" Regression Discontinuity: Addressing Blurry Lines Between Groups: Causal Inference Bootcamp
Causal Inference -- 22/23 -- Synthetic Control I
Causal Inference -- 17/23 -- Difference-in-Differences Basics I
Tobit and Heckman models in Stata
Causal Inference -- 13/23 -- Regression Discontinuity Basics
Double Machine Learning for Causal and Treatment Effects
Causal Inference -- 3/23 -- Instrumental Variables Basics I
Causal Inference -- 5/23 -- Local Average Treatment Effect I
Fixed and random effects with Tom Reader
Identification, Part 3: Instrumental Variables
Causal Inference -- 20/23 -- Staggered Adoption: The Bacon Decomposition
Sample Selection and Heckman's Method | Estimation Methods | Stata Tutorials Topic 46
Train Your Brain to Never Forget (5 Feynman Habits)
