Arbeitspapier
Synthetic Difference-in-Differences Estimation
In this paper, we describe a computational implementation of the Synthetic difference-in-differences (SDID) estimator of Arkhangelsky et al. (2021) for Stata. Synthetic difference-in-differences can be used in a wide class of circumstances where treatment effects on some particular policy or event are desired, and repeated observations on treated and untreated units are available over time. We lay out the theory underlying SDID, both when there is a single treatment adoption date and when adoption is staggered over time, and discuss estimation and inference in each of these cases. We introduce the sdid command which implements these methods in Stata, and provide a number of examples of use, discussing estimation, inference, and visualization of results.
- Sprache
-
Englisch
- Erschienen in
-
Series: IZA Discussion Papers ; No. 15907
- Klassifikation
-
Wirtschaft
Estimation: General
Econometric Software
Single Equation Models; Single Variables: Panel Data Models; Spatio-temporal Models
Model Evaluation, Validation, and Selection
Computational Techniques; Simulation Modeling
- Thema
-
difference-in-differences
synthetic control
synthetic difference-in-differences
estimation
inference
visualization
- Ereignis
-
Geistige Schöpfung
- (wer)
-
Clarke, Damian
Pailañir, Daniel
Athey, Susan
Imbens, Guido W.
- Ereignis
-
Veröffentlichung
- (wer)
-
Institute of Labor Economics (IZA)
- (wo)
-
Bonn
- (wann)
-
2023
- Handle
- Letzte Aktualisierung
-
10.03.2025, 11:42 MEZ
Datenpartner
Dieses Objekt wird bereitgestellt von:
ZBW - Deutsche Zentralbibliothek für Wirtschaftswissenschaften - Leibniz-Informationszentrum Wirtschaft. Bei Fragen zum Objekt wenden Sie sich bitte an den Datenpartner.
ZBW - Deutsche Zentralbibliothek für Wirtschaftswissenschaften - Leibniz-Informationszentrum Wirtschaft. Bei Fragen zum Objekt wenden Sie sich bitte an den Datenpartner.
Objekttyp
- Arbeitspapier
Beteiligte
- Clarke, Damian
- Pailañir, Daniel
- Athey, Susan
- Imbens, Guido W.
- Institute of Labor Economics (IZA)
Entstanden
- 2023
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