Estimating dynamic treatment effects in event studies with heterogeneous treatment effects
Author
Suggested Citation
DOI: 10.1016/j.jeconom.2020.09.006
Download full text from publisher
As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.
Other versions of this item:
- Liyang Sun & Sarah Abraham, 2018. "Estimating Dynamic Treatment Effects in Event Studies with Heterogeneous Treatment Effects," Papers 1804.05785, arXiv.org, revised Sep 2020.
References listed on IDEAS
- Andrei Markevich & Ekaterina Zhuravskaya, 2018.
"The Economic Effects of the Abolition of Serfdom: Evidence from the Russian Empire,"
American Economic Review, American Economic Association, vol. 108(4-5), pages 1074-1117, April.
- Markevich, Andrei & Zhuravskaya, Ekaterina, 2015. "Economic Effects of the Abolition of Serfdom: Evidence from the Russian Empire," CEPREMAP Working Papers (Docweb) 1502, CEPREMAP.
- Andrei Markevich & Ekaterina Zhuravskaya, 2018. "Economic Effects of the Abolition of Serfdom: Evidence from the Russian Empire," PSE-Ecole d'économie de Paris (Postprint) halshs-01631698, HAL.
- Andrei Markevich & Ekaterina Zhuravskaya, 2018. "Economic Effects of the Abolition of Serfdom: Evidence from the Russian Empire," Post-Print halshs-01631698, HAL.
- Andrei Markevich & Ekaterina Zhuravskaya, 2017. "The Economic Effects of the Abolition of Serfdom: Evidence from the Russian Empire," Working Papers w0237, Center for Economic and Financial Research (CEFIR).
- Andrei Markevich & Ekaterina Zhuravskaya, 2018. "The Economic Effects of the Abolition of Serfdom: Evidence from the Russian Empire," PSE-Ecole d'économie de Paris (Postprint) halshs-01802898, HAL.
- Andrei Markevich & Ekaterina Zhuravskaya, 2017. "The Economic Effects of the Abolition of Serfdom: Evidence from the Russian Empire," Working Papers w0237, New Economic School (NES).
- Andrei Markevich & Ekaterina Zhuravskaya, 2018. "The Economic Effects of the Abolition of Serfdom: Evidence from the Russian Empire," Post-Print halshs-01802898, HAL.
- Zhuravskaya, Ekaterina & Markevich, Andrei, 2015. "Economic Effects of the Abolition of Serfdom: Evidence from the Russian Empire," CEPR Discussion Papers 10398, C.E.P.R. Discussion Papers.
- Mariano Bosch & Raymundo M. Campos-Vazquez, 2014. "The Trade-Offs of Welfare Policies in Labor Markets with Informal Jobs: The Case of the "Seguro Popular" Program in Mexico," American Economic Journal: Economic Policy, American Economic Association, vol. 6(4), pages 71-99, November.
- Maria D. Fitzpatrick & Michael F. Lovenheim, 2014.
"Early Retirement Incentives and Student Achievement,"
American Economic Journal: Economic Policy, American Economic Association, vol. 6(3), pages 120-154, August.
- Maria D. Fitzpatrick & Michael F. Lovenheim, 2013. "Early Retirement Incentives and Student Achievement," NBER Working Papers 19281, National Bureau of Economic Research, Inc.
- Maria D. Fitzpatrick & Michael Lovenheim, 2013. "Early Retirement Incentives and Student Achievement," CESifo Working Paper Series 4347, CESifo.
- Irene Botosaru & Federico H. Gutierrez, 2018. "Difference‐in‐differences when the treatment status is observed in only one period," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 33(1), pages 73-90, January.
- 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.
- James J. Heckman & Hidehiko Ichimura & Petra E. Todd, 1997. "Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 605-654.
- Ashenfelter, Orley C, 1978. "Estimating the Effect of Training Programs on Earnings," The Review of Economics and Statistics, MIT Press, vol. 60(1), pages 47-57, February.
- Olivier Deschênes & Michael Greenstone & Joseph S. Shapiro, 2017.
"Defensive Investments and the Demand for Air Quality: Evidence from the NOx Budget Program,"
American Economic Review, American Economic Association, vol. 107(10), pages 2958-2989, October.
- Olivier Deschenes & Michael Greenstone & Joseph S. Shapiro, 2017. "Defensive Investments and the Demand for Air Quality: Evidence from the NOx Budget Program," Cowles Foundation Discussion Papers 2086, Cowles Foundation for Research in Economics, Yale University.
- Andrew Goodman-Bacon, 2018. "Difference-in-Differences with Variation in Treatment Timing," NBER Working Papers 25018, National Bureau of Economic Research, Inc.
- Guojun He & Shaoda Wang, 2017.
"Do College Graduates Serving as Village Officials Help Rural China?,"
American Economic Journal: Applied Economics, American Economic Association, vol. 9(4), pages 186-215, October.
- Guojun He & Shaoda Wang, 2016. "Do College Graduates Serving as Village Officials Help Rural China?," HKUST IEMS Working Paper Series 2016-39, HKUST Institute for Emerging Market Studies, revised Nov 2016.
- Raj Chetty & John N. Friedman & Søren Leth-Petersen & Torben Heien Nielsen & Tore Olsen, 2014.
"Active vs. Passive Decisions and Crowd-Out in Retirement Savings Accounts: Evidence from Denmark,"
The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(3), pages 1141-1219.
- Raj Chetty & John N. Friedman & Soren Leth-Petersen & Torben Nielsen & Tore Olsen, 2012. "Active vs. Passive Decisions and Crowdout in Retirement Savings Accounts: Evidence from Denmark," NBER Working Papers 18565, National Bureau of Economic Research, Inc.
- Chetty, Raj & Friedman, John N. & Leth-Peterson, Soren & Nielsen, Torben Heien & Olsen, Tore, 2013. "Active vs. Passive Decisions and Crowd-Out in Retirement Savings Accounts: Evidence from Denmark," Working Paper Series rwp13-002, Harvard University, John F. Kennedy School of Government.
- Martha J. Bailey & Andrew Goodman-Bacon, 2015.
"The War on Poverty's Experiment in Public Medicine: Community Health Centers and the Mortality of Older Americans,"
American Economic Review, American Economic Association, vol. 105(3), pages 1067-1104, March.
- Martha J. Bailey & Andrew Goodman-Bacon, 2014. "The War on Poverty's Experiment in Public Medicine: Community Health Centers and the Mortality of Older Americans," NBER Working Papers 20653, National Bureau of Economic Research, Inc.
- Peter Hull, 2018. "Estimating Treatment Effects in Mover Designs," Papers 1804.06721, arXiv.org.
- Tymon Słoczyński, 2022.
"Interpreting OLS Estimands When Treatment Effects Are Heterogeneous: Smaller Groups Get Larger Weights,"
The Review of Economics and Statistics, MIT Press, vol. 104(3), pages 501-509, May.
- Sloczynski, Tymon, 2020. "Interpreting OLS Estimands When Treatment Effects Are Heterogeneous: Smaller Groups Get Larger Weights," IZA Discussion Papers 13283, Institute of Labor Economics (IZA).
- Tymon Sloczynski, 2020. "Interpreting OLS Estimands When Treatment Effects Are Heterogeneous: Smaller Groups Get Larger Weights," CESifo Working Paper Series 8331, CESifo.
- 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.
- Barbara Sianesi, 2004. "An Evaluation of the Swedish System of Active Labor Market Programs in the 1990s," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 133-155, February.
- Richard Blundell & Monica Costa Dias & Costas Meghir & John Van Reenen, 2004.
"Evaluating the Employment Impact of a Mandatory Job Search Program,"
Journal of the European Economic Association, MIT Press, vol. 2(4), pages 569-606, June.
- Blundell, Richard & Meghir, Costas & Van Reenen, John & Costa Dias, Monica, 2003. "Evaluating the Employment Impact of a Mandatory Job Search Programme," CEPR Discussion Papers 3786, C.E.P.R. Discussion Papers.
- Tatyana Deryugina, 2017.
"The Fiscal Cost of Hurricanes: Disaster Aid versus Social Insurance,"
American Economic Journal: Economic Policy, American Economic Association, vol. 9(3), pages 168-198, August.
- Tatyana Deryugina, 2016. "The Fiscal Cost of Hurricanes: Disaster Aid Versus Social Insurance," NBER Working Papers 22272, National Bureau of Economic Research, Inc.
- Carlos Dobkin & Amy Finkelstein & Raymond Kluender & Matthew J. Notowidigdo, 2018.
"The Economic Consequences of Hospital Admissions,"
American Economic Review, American Economic Association, vol. 108(2), pages 308-352, February.
- Carlos Dobkin & Amy Finkelstein & Raymond Kluender & Matthew J. Notowidigdo, 2016. "The Economic Consequences of Hospital Admissions," NBER Working Papers 22288, National Bureau of Economic Research, Inc.
- Dobkin, Carlos & Finkelstein, Amy & Kluender, Raymond & Notowidigdo, Matthew J, 2018. "The Economic Consequences of Hospital Admissions," Santa Cruz Department of Economics, Working Paper Series qt3m71z8vr, Department of Economics, UC Santa Cruz.
- Nathaniel Hendren, 2017. "Knowledge of Future Job Loss and Implications for Unemployment Insurance," American Economic Review, American Economic Association, vol. 107(7), pages 1778-1823, July.
- Alberto Abadie, 2005. "Semiparametric Difference-in-Differences Estimators," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(1), pages 1-19.
- Justin Gallagher, 2014. "Learning about an Infrequent Event: Evidence from Flood Insurance Take-Up in the United States," American Economic Journal: Applied Economics, American Economic Association, vol. 6(3), pages 206-233, July.
- 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.
- Julien Lafortune & Jesse Rothstein & Diane Whitmore Schanzenbach, 2018.
"School Finance Reform and the Distribution of Student Achievement,"
American Economic Journal: Applied Economics, American Economic Association, vol. 10(2), pages 1-26, April.
- Lafortune, Julien & Rothstein, Jesse & Whitmore Schanzenbach, Diane, 2016. "School Finance Reform and the Distribution of Student Achievement," Institute for Research on Labor and Employment, Working Paper Series qt9kd0h1cv, Institute of Industrial Relations, UC Berkeley.
- Lafortune, Julien & Rothstein, Jesse & Whitmore Schanzenbach, Diane, 2016. "School Finance Reform and the Distribution of Student Achievement," Department of Economics, Working Paper Series qt9kd0h1cv, Department of Economics, Institute for Business and Economic Research, UC Berkeley.
- Julien Lafortune & Jesse Rothstein & Diane Whitmore Schanzenbach, 2016. "School Finance Reform and the Distribution of Student Achievement," NBER Working Papers 22011, National Bureau of Economic Research, Inc.
- 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.
- Malani, Anup & Reif, Julian, 2015. "Interpreting pre-trends as anticipation: Impact on estimated treatment effects from tort reform," Journal of Public Economics, Elsevier, vol. 124(C), pages 1-17.
- Ilyana Kuziemko & Katherine Meckel & Maya Rossin-Slater, 2018. "Does Managed Care Widen Infant Health Disparities? Evidence from Texas Medicaid," American Economic Journal: Economic Policy, American Economic Association, vol. 10(3), pages 255-283, August.
- James Heckman & Hidehiko Ichimura & Jeffrey Smith & Petra Todd, 1998.
"Characterizing Selection Bias Using Experimental Data,"
Econometrica, Econometric Society, vol. 66(5), pages 1017-1098, September.
- James Heckman & Hidehiko Ichimura & Jeffrey Smith & Petra Todd, 1998. "Characterizing Selection Bias Using Experimental Data," NBER Working Papers 6699, National Bureau of Economic Research, Inc.
- Victor Chernozhukov & Iván Fernández‐Val & Jinyong Hahn & Whitney Newey, 2013.
"Average and Quantile Effects in Nonseparable Panel Models,"
Econometrica, Econometric Society, vol. 81(2), pages 535-580, March.
- Victor Chernozhukov & Ivan Fernandez-Val & Jinyong Hahn & Whitney Newey, 2009. "Average and Quantile Effects in Nonseparable Panel Models," Papers 0904.1990, arXiv.org, revised Mar 2013.
- Gibbons Charles E. & Suárez Serrato Juan Carlos & Urbancic Michael B., 2019.
"Broken or Fixed Effects?,"
Journal of Econometric Methods, De Gruyter, vol. 8(1), pages 1-12, January.
- Charles E. Gibbons & Juan Carlos Suárez Serrato & Michael B. Urbancic, 2014. "Broken or Fixed Effects?," NBER Working Papers 20342, National Bureau of Economic Research, Inc.
- Gergely Ujhelyi, 2014. "Civil Service Rules and Policy Choices: Evidence from US State Governments," American Economic Journal: Economic Policy, American Economic Association, vol. 6(2), pages 338-380, May.
- Ishani Tewari, 2014. "The Distributive Impacts of Financial Development: Evidence from Mortgage Markets during US Bank Branch Deregulation," American Economic Journal: Applied Economics, American Economic Association, vol. 6(4), pages 175-196, October.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Arboleda Cárcamo, David, 2024. "Fitting a Curve to the Pre-Trends," Documentos CEDE 21199, Universidad de los Andes, Facultad de Economía, CEDE.
- 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.
- Valentin Verdier, 2020. "Average treatment effects for stayers with correlated random coefficient models of panel data," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 35(7), pages 917-939, November.
- Roth, Jonathan & Sant’Anna, Pedro H.C. & Bilinski, Alyssa & Poe, John, 2023.
"What’s trending in difference-in-differences? A synthesis of the recent econometrics literature,"
Journal of Econometrics, Elsevier, vol. 235(2), pages 2218-2244.
- Jonathan Roth & Pedro H. C. Sant'Anna & Alyssa Bilinski & John Poe, 2022. "What's Trending in Difference-in-Differences? A Synthesis of the Recent Econometrics Literature," Papers 2201.01194, arXiv.org, revised Jan 2023.
- Gonçalves, S. & Rodrigues, T.P. & Chagas, A.L.S., 2020.
"The impact of wind power on the Brazilian labor market,"
Renewable and Sustainable Energy Reviews, Elsevier, vol. 128(C).
- Solange Goncalves & Thiago Rodrigues, Andre Chagas, 2019. "The impact of wind power on the Brazilian labor market," Working Papers, Department of Economics 2019_41, University of São Paulo (FEA-USP).
- 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.
- Kurt Schmidheiny & Sebastian Siegloch, 2023.
"On event studies and distributed‐lags in two‐way fixed effects models: Identification, equivalence, and generalization,"
Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 38(5), pages 695-713, August.
- Schmidheiny, Kurt & Siegloch, Sebastian, 2019. "On Event Studies and Distributed-Lags in Two-Way Fixed Effects Models: Identification, Equivalence, and Generalization," CEPR Discussion Papers 13477, C.E.P.R. Discussion Papers.
- Schmidheiny, Kurt & Siegloch, Sebastian, 2020. "On event studies and distributed-lags in two-way fixed effects models: Identification, equivalence, and generalization," ZEW Discussion Papers 20-017, ZEW - Leibniz Centre for European Economic Research.
- Kurt Schmidheiny & Sebastian Siegloch, 2022. "On Event Studies and Distributed-Lags in Two-Way Fixed Effects Models: Identification, Equivalence, and Generalization," ECONtribute Discussion Papers Series 201, University of Bonn and University of Cologne, Germany.
- Peter Z. Schochet, 2021. "Statistical Power for Estimating Treatment Effects Using Difference-in-Differences and Comparative Interrupted Time Series Designs with Variation in Treatment Timing," Papers 2102.06770, arXiv.org, revised Oct 2021.
- Centeno, Luis & Centeno, Mário & Novo, Álvaro A., 2009.
"Evaluating job-search programs for old and young individuals: Heterogeneous impact on unemployment duration,"
Labour Economics, Elsevier, vol. 16(1), pages 12-25, January.
- Luis Centeno, 2008. "Evaluating Job Search Programs for Old and Young Individuals: Heterogeneous Impact on Unemployment Duration," Working Papers w200806, Banco de Portugal, Economics and Research Department.
- Dalia Ghanem & Pedro H. C. Sant'Anna & Kaspar Wuthrich, 2022.
"Selection and parallel trends,"
Papers
2203.09001, arXiv.org, revised Mar 2024.
- Dalia Ghanem & Pedro H. C. Sant'Anna & Kaspar Wüthrich, 2022. "Selection and Parallel Trends," CESifo Working Paper Series 9910, CESifo.
- Jorge Rodríguez & Fernando Saltiel & Sergio Urzúa, 2022.
"Dynamic treatment effects of job training,"
Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 37(2), pages 242-269, March.
- Jorge Rodríguez & Fernando Saltiel & Sergio S. Urzúa, 2018. "Dynamic Treatment Effects of Job Training," NBER Working Papers 25408, National Bureau of Economic Research, Inc.
- Huber, Martin, 2019.
"An introduction to flexible methods for policy evaluation,"
FSES Working Papers
504, Faculty of Economics and Social Sciences, University of Freiburg/Fribourg Switzerland.
- Martin Huber, 2019. "An introduction to flexible methods for policy evaluation," Papers 1910.00641, arXiv.org.
- Russ Kashian & Nicholas Lovett & Yuhan Xue, 2020. "Has the affordable care act affected health care efficiency?," Journal of Regulatory Economics, Springer, vol. 58(2), pages 193-233, December.
- Guido W. Imbens & Jeffrey M. Wooldridge, 2009.
"Recent Developments in the Econometrics of Program Evaluation,"
Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
- Guido Imbens & Jeffrey M. Wooldridge, 2008. "Recent developments in the econometrics of program evaluation," CeMMAP working papers CWP24/08, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Wooldridge, Jeffrey M. & Imbens, Guido, 2009. "Recent Developments in the Econometrics of Program Evaluation," Scholarly Articles 3043416, Harvard University Department of Economics.
- Imbens, Guido W. & Wooldridge, Jeffrey M., 2008. "Recent Developments in the Econometrics of Program Evaluation," IZA Discussion Papers 3640, Institute of Labor Economics (IZA).
- Guido M. Imbens & Jeffrey M. Wooldridge, 2008. "Recent Developments in the Econometrics of Program Evaluation," NBER Working Papers 14251, National Bureau of Economic Research, Inc.
- Tamara Bischof & Boris Kaiser, 2021.
"Who cares when you close down? The effects of primary care practice closures on patients,"
Health Economics, John Wiley & Sons, Ltd., vol. 30(9), pages 2004-2025, September.
- Tamara Bischof & Boris Kaiser, 2019. "Who Cares When You Close Down? The Effects of Primary Care Practice Closures on Patients," Diskussionsschriften dp1907, Universitaet Bern, Departement Volkswirtschaft.
- Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
- Cei, Leonardo & Stefani, Gianluca & Defrancesco, Edi, 2020. "The role of group-time treatment effect heterogeneity in long standing European agricultural policies. An application to the European geographical indication policy," Bio-based and Applied Economics Journal, Italian Association of Agricultural and Applied Economics (AIEAA), vol. 9(1), April.
- Peter Hull, 2018. "Estimating Treatment Effects in Mover Designs," Papers 1804.06721, arXiv.org.
- 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.
- Jung, Suhyun & Rogers, Martha, 2024. "Mobile phone adoption, deforestation, and agricultural land use in Uganda," World Development, Elsevier, vol. 179(C).
More about this item
Keywords
Difference-in-differences; Two-way fixed effects; Pretrend test;All these keywords.
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:econom:v:225:y:2021:i:2:p:175-199. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jeconom .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.