Causal Inference -- 17/23 -- Difference-in-Differences Basics I

  Рет қаралды 2,480

Intuitive MetriX – Ben Elsner

Intuitive MetriX – Ben Elsner

Күн бұрын

This series of online lectures covers the most important causal research designs in economics and other social sciences. This is the first of five videos on Difference-in-Differences (DiD). The video introduces the idea behind this important technique.
The course is based on two textbooks:
- Mostly Harmless Econometrics by Joshua Angrist and Steve Pischke (2009): press.princeton.edu/books/pap...
- Causal Inference -- the Mixtape by Scott Cunningham (2020): mixtape.scunning.com/
The slides for the course can be downloaded here: 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: www.benjaminelsner.com
- profile on linkedin: / benjamin-elsner-b71b98bb

Пікірлер: 7
@c.comploj3775
@c.comploj3775 Жыл бұрын
This playlist is a gold mine for PhD students. Thanks again, Ben.
@ben_elsner
@ben_elsner Жыл бұрын
Happy to hear you found it useful. Spread the word!
@annawilson3824
@annawilson3824 4 күн бұрын
21:12
@jayagupta9239
@jayagupta9239 Жыл бұрын
@ben elsner the coefficient of interaction term in regression equation is equal to ATT given that our parallel trend assumption is satisfied ?
@ben_elsner
@ben_elsner Жыл бұрын
Correct
@jayagupta9239
@jayagupta9239 Жыл бұрын
@@ben_elsner thank you soo much . Can you also explain about the treatment intensity ( the fraction of teens as discussed in anguist book ). You don't need to make a video on that just explain in comments
@ben_elsner
@ben_elsner Жыл бұрын
@@jayagupta9239 Not sure what you mean by treatment intensity. In most DiD applications the treatment is binary, such as a policy either switching on or off. There is newer research on DiD with a continuous treatment, but that's a lot harder. For a reference, see here: arxiv.org/abs/2107.02637#:~:text=This%20paper%20analyzes%20difference%2Din,to%20the%20binary%20treatment%20setup.
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