A Local Projections Approach to Difference-in-Differences Event Studies
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DOI: 10.24148/wp2023-12
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- Jordà , Òscar & Dube, Arindrajit & Girardi, Daniele & Taylor, Alan, 2023. "A Local Projections Approach to Difference-in-Differences Event Studies," CEPR Discussion Papers 18141, C.E.P.R. Discussion Papers.
References listed on IDEAS
- Clément de Chaisemartin & Xavier D'Haultfœuille, 2020.
"Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects,"
American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
- Cl'ement de Chaisemartin & Xavier D'Haultf{oe}uille, 2018. "Two-way fixed effects estimators with heterogeneous treatment effects," Papers 1803.08807, arXiv.org, revised Mar 2020.
- Clément de Chaisemartin & Xavier D'Haultfoeuille, 2019. "Two-way Fixed Effects Estimators with Heterogeneous Treatment Effects," NBER Working Papers 25904, National Bureau of Economic Research, Inc.
- Javier Alvarez & Manuel Arellano, 2003.
"The Time Series and Cross-Section Asymptotics of Dynamic Panel Data Estimators,"
Econometrica, Econometric Society, vol. 71(4), pages 1121-1159, July.
- Alvarez, J. & Arellano, M., 1998. "The Time Series and Cross-Section Asymptotics of Dynamic Panel Data Estimators," Papers 9808, Centro de Estudios Monetarios Y Financieros-.
- Javier Álvarez & Manuel Arellano, 1998. "The Time Series and Cross-Section Asymptotics of Dynamic Panel Data Estimators," Working Papers wp1998_9808, CEMFI.
- Òscar Jordà & Alan M. Taylor, 2016.
"The Time for Austerity: Estimating the Average Treatment Effect of Fiscal Policy,"
Economic Journal, Royal Economic Society, vol. 126(590), pages 219-255, February.
- Òscar Jordà & Alan M. Taylor, 2013. "The Time for Austerity: Estimating the Average Treatment Effect of Fiscal Policy," Working Paper Series 2013-25, Federal Reserve Bank of San Francisco.
- Jordà, Òscar & Taylor, Alan M., 2014. "The time for austerity: Estimating the average treatment effect of fiscal policy," SAFE Working Paper Series 79, Leibniz Institute for Financial Research SAFE.
- Òscar Jordà & Alan M. Taylor, 2013. "The Time for Austerity: Estimating the Average Treatment Effect of Fiscal Policy," NBER Working Papers 19414, National Bureau of Economic Research, Inc.
- Taylor, Alan M. & Jordà , Òscar, 2013. "The Time for Austerity: Estimating the Average Treatment Effect of Fiscal Policy," CEPR Discussion Papers 9646, C.E.P.R. Discussion Papers.
- Daron Acemoglu & Suresh Naidu & Pascual Restrepo & James A. Robinson, 2019.
"Democracy Does Cause Growth,"
Journal of Political Economy, University of Chicago Press, vol. 127(1), pages 47-100.
- Daron Acemoglu & Suresh Naidu & Pascual Restrepo & James A. Robinson, 2014. "Democracy Does Cause Growth," NBER Working Papers 20004, National Bureau of Economic Research, Inc.
- Daron Acemoglu & Suresh Naidu & Pascual Restrepo & James A. Robinson, 2016. "Democracy Does Cause Growth," Boston University - Department of Economics - The Institute for Economic Development Working Papers Series dp-316, Boston University - Department of Economics.
- Sant’Anna, Pedro H.C. & Zhao, Jun, 2020.
"Doubly robust difference-in-differences estimators,"
Journal of Econometrics, Elsevier, vol. 219(1), pages 101-122.
- Pedro H. C. Sant'Anna & Jun B. Zhao, 2018. "Doubly Robust Difference-in-Differences Estimators," Papers 1812.01723, arXiv.org, revised May 2020.
- Shuowen Chen & Victor Chernozhukov & Iván Fernández-Val, 2019.
"Mastering Panel Metrics: Causal Impact of Democracy on Growth,"
AEA Papers and Proceedings, American Economic Association, vol. 109, pages 77-82, May.
- Shuowen Chen & Victor Chernozhukov & Ivan Fernandez-Val, 2019. "Mastering Panel Metrics: Causal Impact of Democracy on Growth," CeMMAP working papers CWP33/19, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Shuowen Chen & Victor Chernozhukov & Iv'an Fern'andez-Val, 2019. "Mastering Panel 'Metrics: Causal Impact of Democracy on Growth," Papers 1901.03821, arXiv.org.
- Clément de Chaisemartin & Xavier D’Haultfœuille, 2023.
"Two-way fixed effects and differences-in-differences with heterogeneous treatment effects: a survey,"
The Econometrics Journal, Royal Economic Society, vol. 26(3), pages 1-30.
- Cl'ement de Chaisemartin & Xavier D'Haultf{oe}uille, 2021. "Two-Way Fixed Effects and Differences-in-Differences with Heterogeneous Treatment Effects: A Survey," Papers 2112.04565, arXiv.org, revised Jun 2022.
- Clément de Chaisemartin & Xavier D'Haultfoeuille, 2022. "Two-Way Fixed Effects and Differences-in-Differences with Heterogeneous Treatment Effects: A Survey," NBER Working Papers 29691, National Bureau of Economic Research, Inc.
- Clément de Chaisemartin & Xavier D’haultfœuille, 2022. "Two-Way Fixed Effects and Differences-in-Differences with Heterogeneous Treatment Effects: A Survey," Post-Print hal-03873885, HAL.
- Clément de Chaisemartin & Xavier D'Haultfoeuille, 2022. "Two-Way Fixed Effects and Differences-in-Differences with Heterogeneous Treatment Effects: A Survey," NBER Working Papers 29734, National Bureau of Economic Research, Inc.
- Xavier d'Haultfoeuille, 2022. "Two-way fixed effects and difference in differences with heterogeneous treatment effects: A survey," French Stata Users' Group Meetings 2022 01, Stata Users Group.
- Clément de Chaisemartin & Xavier D’haultfœuille, 2022. "Two-Way Fixed Effects and Differences-in-Differences with Heterogeneous Treatment Effects: A Survey," SciencePo Working papers Main hal-03873885, HAL.
- Michelle Marcus & Pedro H. C. Sant’Anna, 2021.
"The Role of Parallel Trends in Event Study Settings: An Application to Environmental Economics,"
Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 8(2), pages 235-275.
- Michelle Marcus & Pedro H. C. Sant'Anna, 2020. "The role of parallel trends in event study settings: An application to environmental economics," Papers 2009.01963, arXiv.org.
- Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
- Doruk Cengiz & Arindrajit Dube & Attila Lindner & Ben Zipperer, 2019. "The Effect of Minimum Wages on Low-Wage Jobs," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(3), pages 1405-1454.
- 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.
- Arellano, Manuel, 2003. "Panel Data Econometrics," OUP Catalogue, Oxford University Press, number 9780199245291.
- Òscar Jordà, 2005. "Estimation and Inference of Impulse Responses by Local Projections," American Economic Review, American Economic Association, vol. 95(1), pages 161-182, March.
- Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-1426, November.
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- Rodnyansky, A. & Timmer, Y. & Yago, N., 2023. "Intervening against the Fed," Cambridge Working Papers in Economics 2357, Faculty of Economics, University of Cambridge.
- Jordà, Òscar & Nechio, Fernanda, 2023.
"Inflation and wage growth since the pandemic,"
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- Òscar Jordà & Fernanda Nechio, 2022. "Inflation and Wage Growth Since the Pandemic," Working Paper Series 2022-17, Federal Reserve Bank of San Francisco.
- Britto, Diogo & Rocha, Roberto Hsu & Pinotti, Paolo & Sampaio, Breno, 2024. "Small Children, Big Problems: Childbirth and Crime," IZA Discussion Papers 16910, Institute of Labor Economics (IZA).
- Mark Kattenberg & Bas Scheer & Jurre Thiel, 2023. "Causal forests with fixed effects for treatment effect heterogeneity in difference-in-differences," CPB Discussion Paper 452, CPB Netherlands Bureau for Economic Policy Analysis.
- Jingyi Tian & Jun Nagayasu, 2023. "Financial Systemic Risk behind Artificial Intelligence:Evidence from China," TUPD Discussion Papers 44, Graduate School of Economics and Management, Tohoku University.
- Cheick Camara, 2023. "Gender Budgeting and Health Spending Efficiency in Indian States: A Staggered Difference-in-Differences Analysis," CERDI Working papers hal-04294262, HAL.
- Amorim, Guilherme & Britto, Diogo & Fonseca, Alexandre & Sampaio, Breno, 2024. "Job Loss, Unemployment Insurance, and Health: Evidence from Brazil," IZA Discussion Papers 16790, Institute of Labor Economics (IZA).
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- Griller, Stefan & Huber, Florian & Pfarrhofer, Michael, 2024. "Financial markets and legal challenges to unconventional monetary policy," European Economic Review, Elsevier, vol. 163(C).
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More about this item
Keywords
difference-in-differences; two-way fixed effects; event study; negative weights; local projections; clean controls;All these keywords.
JEL classification:
- C01 - Mathematical and Quantitative Methods - - General - - - Econometrics
- C10 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - General
- C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
- C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
- C31 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models; Quantile Regressions; Social Interaction Models
- C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models
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