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Synthetic Difference-in-Differences - American Economic …
https://www.aeaweb.org/articles?id=10.1257/aer.20190159
WEBAbstract. We present a new estimator for causal effects with panel data that builds on insights behind the widely used difference-in-differences and synthetic control methods. Relative to these methods we find, both theoretically and empirically, that this "synthetic difference-in-differences" estimator has desirable robustness properties, and ...
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SynthDiD 101: A Beginner’s Guide to Synthetic Difference-in-Differences
https://towardsdatascience.com/synthdid-101-a-beginners-guide-to-synthetic-difference-in-differences-84fed9b730ae
WEBApr 26, 2023 · Synthetic Control Method vs. Synthetic Difference-in-Differences. The synthetic control method and the synthetic difference-in-differences method are closely related, but differ in how they estimate causal effects.
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The American Economic Review, December 2021, Volume …
https://file-lianxh.oss-cn-shenzhen.aliyuncs.com/Refs/Paper2022/Arkhangelsky-2021-Synthetic-Difference-In-Differences.pdf
WEBSynthetic Difference-in-Differences†. By Dmitry Arkhangelsky, Susan Athey, David A. Hirshberg, Guido W. Imbens, and Stefan Wager*. We present a new estimator for causal effects with panel data that builds on insights behind the widely used difference-in-differences and synthetic control methods.
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Synthetic Difference in Differences - Stanford Graduate School of …
https://www.gsb.stanford.edu/faculty-research/working-papers/synthetic-difference-differences
WEBSynthetic Difference in Differences. By Dmitry Arkhangelsky Susan Athey David A. Hirshberg Guido W. Imbens Stefan Wager. February 1 2019| Working Paper No. 3787. Economics. Operations, Information & Technology. Download.
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Synthetic Difference In Differences | NBER
https://www.nber.org/papers/w25532
WEBWorking Paper 25532. DOI 10.3386/w25532. Issue Date February 2019. Revision Date July 2021. We present a new estimator for causal effects with panel data that builds on insights behind the widely used difference in differences and synthetic control methods.
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[1812.09970] Synthetic Difference in Differences - arXiv.org
https://arxiv.org/abs/1812.09970
WEBDec 24, 2018 · Synthetic Difference in Differences. Dmitry Arkhangelsky, Susan Athey, David A. Hirshberg, Guido W. Imbens, Stefan Wager. We present a new estimator for causal effects with panel data that builds on insights behind the widely used difference in differences and synthetic control methods.
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[PDF] Synthetic Difference in Differences | Semantic Scholar
https://www.semanticscholar.org/paper/Synthetic-Difference-in-Differences-Arkhangelsky-Athey/cb1442e5d29685391d8f4b63c3a9f89d560eb850
WEBDec 24, 2018 · Synthetic Difference in Differences. We present a new estimator for causal effects with panel data that builds on insights behind the widely used difference-in-differences and synthetic control methods. Relative to these methods we find, both theoretically and empirically, that this “synthetic difference-in-differences” estimator has ...
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25 Synthetic Difference-in-Differences - Bookdown
https://bookdown.org/mike/data_analysis/synthetic-difference-in-differences.html
WEBMar 11, 2024 · New proposition: Synthetic Difference in Differences (SDID). Combines features of DID and SC. Reweights and matches pre-exposure trends (similar to SC). Invariant to additive unit-level shifts, valid for large-panel inference (like DID). Attractive features: SDID provides consistent and asymptotically normal estimates.
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National Bureau of Economic Research | NBER
https://www.nber.org/system/files/working_papers/w25532/w25532.pdf
WEB%PDF-1.6 %âãÏÓ 1287 0 obj > endobj 1296 0 obj >/Filter/FlateDecode/ID[81252EBA1A53414E94297CA06E80225F>]/Index[1287 112]/Info 1286 0 R/Length 71/Prev 659433/Root ... synthetic · differences
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AEAweb Journal Articles Display - American Economic Association
https://www.aeaweb.org/articles/pdf/doi/10.1257/aer.20190159
WEBSynthetic Difference-in-Differences by Dmitry Arkhangelsky, Susan Athey, David A. Hirshberg, Guido W. Imbens and Stefan Wager. Published in volume 111, issue 12, pages 4088-4118 of American Economic Review, December 2021, Abstract: We present a new estimator for causal effects with panel data that b...
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