When Is Parallel Trends Sensitive to Functional Form?
Author
Abstract
Suggested Citation
Download full text from publisher
Other versions of this item:
- Jonathan Roth & Pedro H. C. Sant'Anna, 2023. "When Is Parallel Trends Sensitive to Functional Form?," Econometrica, Econometric Society, vol. 91(2), pages 737-747, March.
References listed on IDEAS
- Douglas Almond & Hilary W. Hoynes & Diane Whitmore Schanzenbach, 2011.
"Inside the War on Poverty: The Impact of Food Stamps on Birth Outcomes,"
The Review of Economics and Statistics, MIT Press, vol. 93(2), pages 387-403, May.
- Douglas Almond & Hilary W. Hoynes & Diane Whitmore Schanzenbach, 2008. "Inside the War on Poverty: The Impact of Food Stamps on Birth Outcomes," NBER Working Papers 14306, National Bureau of Economic Research, Inc.
- Susan Athey & Guido W. Imbens, 2006.
"Identification and Inference in Nonlinear Difference-in-Differences Models,"
Econometrica, Econometric Society, vol. 74(2), pages 431-497, March.
- Susan Athey & Guido W. Imbens, 2002. "Identification and Inference in Nonlinear Difference-In-Differences Models," NBER Technical Working Papers 0280, National Bureau of Economic Research, Inc.
- Susan Athey & Guido Imbens, 2003. "Identification and Inference in Nonlinear Difference-in-Differences Models," Levine's Working Paper Archive 506439000000000079, David K. Levine.
- 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.
- Stéphane Bonhomme & Ulrich Sauder, 2011. "Recovering Distributions in Difference-in-Differences Models: A Comparison of Selective and Comprehensive Schooling," The Review of Economics and Statistics, MIT Press, vol. 93(2), pages 479-494, May.
- Brantly Callaway & Tong Li, 2019.
"Quantile treatment effects in difference in differences models with panel data,"
Quantitative Economics, Econometric Society, vol. 10(4), pages 1579-1618, November.
- Brantly Callaway & Tong Li, 2017. "Quantile Treatment Effects in Difference in Differences Models with Panel Data," DETU Working Papers 1701, Department of Economics, Temple University.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
Cited by:
- Ruonan Xu, 2023. "Difference-in-Differences with Interference," Papers 2306.12003, arXiv.org, revised May 2024.
- Weill, Joakim A. & Stigler, Matthieu & Deschenes, Olivier & Springborn, Michael R., 2021. "COVID-19 Mobility Policies Impacts: How Credible Are Difference-in-Differences Estimates?," IZA Discussion Papers 14682, Institute of Labor Economics (IZA).
- Jonathan Roth & Pedro H. C. Sant’Anna, 2023.
"Efficient Estimation for Staggered Rollout Designs,"
Journal of Political Economy Microeconomics, University of Chicago Press, vol. 1(4), pages 669-709.
- Jonathan Roth & Pedro H. C. Sant'Anna, 2021. "Efficient Estimation for Staggered Rollout Designs," Papers 2102.01291, arXiv.org, revised May 2023.
- Kirill Borusyak & Peter Hull & Xavier Jaravel, 2023.
"Design-based identification with formula instruments: A review,"
CeMMAP working papers
12/23, Institute for Fiscal Studies.
- Kirill Borusyak & Peter Hull & Xavier Jaravel, 2023. "Design-Based Identification with Formula Instruments: A Review," NBER Working Papers 31393, National Bureau of Economic Research, Inc.
- Bíró, Anikó & Prinz, Dániel & Sándor, László, 2022.
"The minimum wage, informal pay, and tax enforcement,"
Journal of Public Economics, Elsevier, vol. 215(C).
- Anikó Bíró & Daniel Prinz & László Sándor, 2021. "The minimum wage, informal pay and tax enforcement," IFS Working Papers W21/41, Institute for Fiscal Studies.
- Joakim A. Weill & Matthieu Stigler & Olivier Deschenes & Michael R. Springborn, 2021. "Researchers' Degrees-of-Flexibility and the Credibility of Difference-in-Differences Estimates: Evidence From the Pandemic Policy Evaluations," NBER Working Papers 29550, National Bureau of Economic Research, Inc.
- Jeffrey M Wooldridge, 2023. "Simple approaches to nonlinear difference-in-differences with panel data," The Econometrics Journal, Royal Economic Society, vol. 26(3), pages 31-66.
- Sina Akbari & Negar Kiyavash, 2024. "Non-linear Triple Changes Estimator for Targeted Policies," Papers 2402.12583, arXiv.org.
- Avdic, Daniel & Decker, Simon & Karlsson, Martin & Salm, Martin, 2024. "No-claim refunds and healthcare use," Journal of Public Economics, Elsevier, vol. 230(C).
- Barkowski, Scott, 2021. "Interpretation of nonlinear difference-in-differences: the role of the parallel trends assumption," MPRA Paper 108975, University Library of Munich, Germany.
- Gregory Faletto, 2023. "Fused Extended Two-Way Fixed Effects for Difference-in-Differences with Staggered Adoptions," Papers 2312.05985, arXiv.org, revised Apr 2024.
- Riveros-Gavilanes, J. M., 2023. "A simple test of parallel pre-trends for Differences-in-Differences," MPRA Paper 119367, University Library of Munich, Germany, revised 2023.
- Ignacio Cazcarro & Miguel Martín-Retortillo & Guillermo Rodríguez-López & Ana Serrano & Javier Silvestre, 2024. "Retaining population with water? Irrigation policies and depopulation in Spain over the long term," Working Papers 0256, European Historical Economics Society (EHES).
- William Torous & Florian Gunsilius & Philippe Rigollet, 2021. "An Optimal Transport Approach to Estimating Causal Effects via Nonlinear Difference-in-Differences," Papers 2108.05858, arXiv.org, revised Mar 2024.
- Kyunghoon Ban & D'esir'e K'edagni, 2022. "Robust Difference-in-differences Models," Papers 2211.06710, arXiv.org, revised Aug 2023.
- Jessica Pac & Lawrence M. Berger, 2024. "Quasi‐experimental evidence on the employment effects of the 2021 fully refundable monthly child tax credit," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 43(1), pages 192-213, January.
- Brendon McConnell, 2023. "What's Logs Got to do With it: On the Perils of log Dependent Variables and Difference-in-Differences," Papers 2308.00167, arXiv.org, revised Aug 2023.
- Dmitry Arkhangelsky & Guido Imbens, 2023. "Causal Models for Longitudinal and Panel Data: A Survey," Papers 2311.15458, arXiv.org, revised Mar 2024.
- Ohler, Adrienne, 2023. "The Economics of Environmental Health Disparities: Who Benefits from Coal Power Plant Closures?," 2023 Annual Meeting, July 23-25, Washington D.C. 335760, Agricultural and Applied Economics Association.
- 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.
- Lima, Gonçalo & Moeller, Jakob & Schmandt, Marco & Westheide, Christian, 2023. "The Dynamics and Spillovers of Management Interventions: A Comment on Bianchi and Giorcelli (2022)," I4R Discussion Paper Series 66, The Institute for Replication (I4R).
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.- 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.
- 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.
- Dalia Ghanem & D'esir'e K'edagni & Ismael Mourifi'e, 2023. "Evaluating the Impact of Regulatory Policies on Social Welfare in Difference-in-Difference Settings," Papers 2306.04494, arXiv.org, revised Jun 2023.
- Yang Ning & Sida Peng & Jing Tao, 2020. "Doubly Robust Semiparametric Difference-in-Differences Estimators with High-Dimensional Data," Papers 2009.03151, arXiv.org.
- Dmitry Arkhangelsky & Guido Imbens, 2023. "Causal Models for Longitudinal and Panel Data: A Survey," Papers 2311.15458, arXiv.org, revised Mar 2024.
- Oliver Cassagneau-Francis & Robert Gary-Bobo & Julie Pernaudet & Jean-Marc Robin, 2022.
"A Nonparametric Finite Mixture Approach to Difference-in-Difference Estimation, with an Application to On-the-job Training and Wages,"
Working Papers
hal-03869547, HAL.
- Oliver Cassagneau-Francis & Robert Gary-Bobo & Julie Pernaudet & Jean-Marc Robin, 2022. "A Nonparametric Finite Mixture Approach to Difference-in-Difference Estimation, with an Application to On-the-job Training and Wages," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-03869547, HAL.
- Oliver Cassagneau-Francis & Robert Gary-Bobo & Julie Pernaudet & Jean-Marc Robin, 2022. "A Nonparametric Finite Mixture Approach to Difference-in-Difference Estimation, with an Application to On-the-job Training and Wages," SciencePo Working papers Main hal-03869547, HAL.
- Afrouz Azadikhah Jahromi & Brantly Callaway, 2022.
"Heterogeneous Effects of Job Displacement on Earnings,"
Empirical Economics, Springer, vol. 62(1), pages 213-245, January.
- Afrouz Azadikhah Jahromi & Brantly Callaway, 2019. "Heterogeneous Effects of Job Displacement on Earnings," DETU Working Papers 1901, Department of Economics, Temple University.
- Afrouz Azadikhah Jahromi & Brantly Callaway, 2020. "Heterogeneous Effects of Job Displacement on Earnings," Papers 2006.04968, arXiv.org, revised Sep 2020.
- Callaway, Brantly, 2021.
"Bounds on distributional treatment effect parameters using panel data with an application on job displacement,"
Journal of Econometrics, Elsevier, vol. 222(2), pages 861-881.
- Brantly Callaway, 2020. "Bounds on Distributional Treatment Effect Parameters using Panel Data with an Application on Job Displacement," Papers 2008.08117, arXiv.org.
- Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
- Callaway, Brantly & Karami, Sonia, 2023.
"Treatment effects in interactive fixed effects models with a small number of time periods,"
Journal of Econometrics, Elsevier, vol. 233(1), pages 184-208.
- Brantly Callaway & Sonia Karami, 2020. "Treatment Effects in Interactive Fixed Effects Models with a Small Number of Time Periods," Papers 2006.15780, arXiv.org, revised Feb 2022.
- William Torous & Florian Gunsilius & Philippe Rigollet, 2021. "An Optimal Transport Approach to Estimating Causal Effects via Nonlinear Difference-in-Differences," Papers 2108.05858, arXiv.org, revised Mar 2024.
- Brantly Callaway & Weige Huang, 2020. "Distributional Effects of a Continuous Treatment with an Application on Intergenerational Mobility," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 82(4), pages 808-842, August.
- Callaway, Brantly & Li, Tong, 2023.
"Policy evaluation during a pandemic,"
Journal of Econometrics, Elsevier, vol. 236(1).
- Brantly Callaway & Tong Li, 2021. "Policy Evaluation during a Pandemic," Papers 2105.06927, arXiv.org, revised Oct 2022.
- 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.
- Cécile Couharde & Rémi Generoso, 2024.
"Assessing the Impact of National Air Quality Standards on Agricultural Land Values: Insights from Corn and Soybean Regions,"
Working Papers
hal-04503777, HAL.
- Cécile Couharde & Rémi Generoso, 2024. "Assessing the Impact of National Air Quality Standards on Agricultural Land Values: Insights from Corn and Soybean Regions," EconomiX Working Papers 2024-9, University of Paris Nanterre, EconomiX.
- Callaway, Brantly & Li, Tong & Oka, Tatsushi, 2018. "Quantile treatment effects in difference in differences models under dependence restrictions and with only two time periods," Journal of Econometrics, Elsevier, vol. 206(2), pages 395-413.
- Mortha, Aline & Yajima, Naonari & Arimura, Toshi H., 2024.
"Impact of the feed-in-tariff exemption on energy consumption in Japanese industrial plants,"
Japan and the World Economy, Elsevier, vol. 69(C).
- Aline Mortha & Naonari Yajima & Toshi H. Arimura, 2022. "Impact of the Feed-in-Tariff Exemption on Energy Consumption in Japanese Industrial Plants," Working Papers e169, Tokyo Center for Economic Research.
- Irene Botosaru & Chris Muris, 2017.
"Binarization for panel models with fixed effects,"
CeMMAP working papers
31/17, Institute for Fiscal Studies.
- Irene Botosaru & Chris Muris, 2017. "Binarization for panel models with fixed effects," CeMMAP working papers CWP31/17, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Chad D. Meyerhoefer & Muzhe Yang, 2011.
"The Relationship between Food Assistance and Health: A Review of the Literature and Empirical Strategies for Identifying Program Effects,"
Applied Economic Perspectives and Policy, Agricultural and Applied Economics Association, vol. 33(3), pages 304-344.
- Chad D. Meyerhoefer & Muzhe Yang, 2011. "The Relationship between Food Assistance and Health: A Review of the Literature and Empirical Strategies for Identifying Program Effects," Applied Economic Perspectives and Policy, Agricultural and Applied Economics Association, vol. 33(3), pages 304-344.
- Brantly Callaway & Tong Li & Joel Rodrigue & Yuya Sasaki & Yong Tan, 2024. "Regulation, Emissions and Productivity: Evidence from China’s Eleventh Five-Year Plan," Staff Working Papers 24-7, Bank of Canada.
More about this item
NEP fields
This paper has been announced in the following NEP Reports:- NEP-ECM-2020-11-09 (Econometrics)
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:arx:papers:2010.04814. 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: arXiv administrators (email available below). General contact details of provider: http://arxiv.org/ .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.