Synthetic Control Inference for Staggered Adoption: Estimating the Dynamic Effects of Board Gender Diversity Policies
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- D. W. K. Andrews, 2003.
"End-of-Sample Instability Tests,"
Econometrica, Econometric Society, vol. 71(6), pages 1661-1694, November.
- Donald W.K. Andrews, 2002. "End-of-Sample Instability Tests," Cowles Foundation Discussion Papers 1369, Cowles Foundation for Research in Economics, Yale University.
- Kenneth R. Ahern & Amy K. Dittmar, 2012. "The Changing of the Boards: The Impact on Firm Valuation of Mandated Female Board Representation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(1), pages 137-197.
- Jianfei Cao & Connor Dowd, 2019. "Estimation and Inference for Synthetic Control Methods with Spillover Effects," Papers 1902.07343, arXiv.org, revised Nov 2019.
- Seierstad, Cathrine & Opsahl, Tore, 2011. "For the few not the many? The effects of affirmative action on presence, prominence, and social capital of women directors in Norway," Scandinavian Journal of Management, Elsevier, vol. 27(1), pages 44-54, March.
- Brantly Callaway & Pedro H. C. Sant'Anna, 2018. "Difference-in-Differences with Multiple Time Periods and an Application on the Minimum Wage and Employment," DETU Working Papers 1804, Department of Economics, Temple University.
- Eduardo Cavallo & Sebastian Galiani & Ilan Noy & Juan Pantano, 2013.
"Catastrophic Natural Disasters and Economic Growth,"
The Review of Economics and Statistics, MIT Press, vol. 95(5), pages 1549-1561, December.
- Eduardo Cavallo & Sebastian Galiani & Ilan Noy & Juan Pantano, 2010. "Catastrophic Natural Disasters and Economic Growth," Working Papers 201006, University of Hawaii at Manoa, Department of Economics.
- Eduardo Cavallo & Sebastian Galiani & Ilan Noy & Juan Pantano, 2010. "Catastrophic Natural Disasters and Economic Growth," Research Department Publications 4671, Inter-American Development Bank, Research Department.
- Cavallo, Eduardo A. & Noy, Ilan & Pantano, Juan & Galiani, Sebastián, 2010. "Catastrophic Natural Disasters and Economic Growth," IDB Publications (Working Papers) 1903, Inter-American Development Bank.
- Athey, Susan & Imbens, Guido W., 2022.
"Design-based analysis in Difference-In-Differences settings with staggered adoption,"
Journal of Econometrics, Elsevier, vol. 226(1), pages 62-79.
- Athey, Susan & Imbens, Guido W., 2018. "Design-based Analysis in Difference-In-Differences Settings with Staggered Adoption," Research Papers 3712, Stanford University, Graduate School of Business.
- Susan Athey & Guido Imbens, 2018. "Design-based Analysis in Difference-In-Differences Settings with Staggered Adoption," Papers 1808.05293, arXiv.org, revised Sep 2018.
- Susan Athey & Guido W. Imbens, 2018. "Design-based Analysis in Difference-In-Differences Settings with Staggered Adoption," NBER Working Papers 24963, National Bureau of Economic Research, Inc.
- Andrews, Donald W.K. & Kim, Jae-Young, 2006. "Tests for Cointegration Breakdown Over a Short Time Period," Journal of Business & Economic Statistics, American Statistical Association, vol. 24, pages 379-394, October.
- Firpo Sergio & Possebom Vitor, 2018. "Synthetic Control Method: Inference, Sensitivity Analysis and Confidence Sets," Journal of Causal Inference, De Gruyter, vol. 6(2), pages 1-26, September.
- Michael W. Robbins & Jessica Saunders & Beau Kilmer, 2017. "A Framework for Synthetic Control Methods With High-Dimensional, Micro-Level Data: Evaluating a Neighborhood-Specific Crime Intervention," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 112(517), pages 109-126, January.
- Cristian L. Dezsö & David Gaddis Ross, 2012. "Does female representation in top management improve firm performance? A panel data investigation," Strategic Management Journal, Wiley Blackwell, vol. 33(9), pages 1072-1089, September.
- Sun, Liyang & Abraham, Sarah, 2021.
"Estimating dynamic treatment effects in event studies with heterogeneous treatment effects,"
Journal of Econometrics, Elsevier, vol. 225(2), pages 175-199.
- Liyang Sun & Sarah Abraham, 2018. "Estimating Dynamic Treatment Effects in Event Studies with Heterogeneous Treatment Effects," Papers 1804.05785, arXiv.org, revised Sep 2020.
- Andrew Goodman-Bacon, 2018. "Difference-in-Differences with Variation in Treatment Timing," NBER Working Papers 25018, National Bureau of Economic Research, Inc.
- Callaway, Brantly & Sant’Anna, Pedro H.C., 2021.
"Difference-in-Differences with multiple time periods,"
Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
- Brantly Callaway & Pedro H. C. Sant'Anna, 2018. "Difference-in-Differences with Multiple Time Periods," Papers 1803.09015, arXiv.org, revised Dec 2020.
- Peter Hull, 2018. "Estimating Treatment Effects in Mover Designs," Papers 1804.06721, arXiv.org.
- Noémi Kreif & Richard Grieve & Dominik Hangartner & Alex James Turner & Silviya Nikolova & Matt Sutton, 2016.
"Examination of the Synthetic Control Method for Evaluating Health Policies with Multiple Treated Units,"
Health Economics, John Wiley & Sons, Ltd., vol. 25(12), pages 1514-1528, December.
- Kreif, Noémi & Grieve, Richard & Hangartner, Dominik & Turner, Alex James & Nikolova, Silviya & Sutton, Matt, 2016. "Examination of the synthetic control method for evaluating health policies with multiple treated units," LSE Research Online Documents on Economics 65074, London School of Economics and Political Science, LSE Library.
- Xu, Yiqing, 2017. "Generalized Synthetic Control Method: Causal Inference with Interactive Fixed Effects Models," Political Analysis, Cambridge University Press, vol. 25(1), pages 57-76, January.
- Abadie, Alberto & Diamond, Alexis & Hainmueller, Jens, 2010. "Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program," Journal of the American Statistical Association, American Statistical Association, vol. 105(490), pages 493-505.
- Victor Chernozhukov & Kaspar Wuthrich & Yinchu Zhu, 2018. "A $t$-test for synthetic controls," Papers 1812.10820, arXiv.org, revised Jan 2024.
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Cited by:
- Eli Ben‐Michael & Avi Feller & Jesse Rothstein, 2022.
"Synthetic controls with staggered adoption,"
Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 84(2), pages 351-381, April.
- Eli Ben-Michael & Avi Feller & Jesse Rothstein, 2019. "Synthetic Controls with Staggered Adoption," Papers 1912.03290, arXiv.org, revised Jan 2021.
- Eli Ben-Michael & Avi Feller & Jesse Rothstein, 2021. "Synthetic Controls with Staggered Adoption," NBER Working Papers 28886, National Bureau of Economic Research, Inc.
- Youngho Kim, 2024. "Payments for Ecosystem Services Programs and Climate Change Adaptation in Agriculture," Economics Series Working Papers 1054, University of Oxford, Department of Economics.
- repec:ags:aaea22:335971 is not listed on IDEAS
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This paper has been announced in the following NEP Reports:- NEP-ECM-2020-01-13 (Econometrics)
- NEP-GEN-2020-01-13 (Gender)
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