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When Is Parallel Trends Sensitive to Functional Form?

Citations

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Cited by:

  1. Ruonan Xu, 2023. "Difference-in-Differences with Interference," Papers 2306.12003, arXiv.org, revised Jan 2025.
  2. 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.
  3. Kirill Borusyak & Peter Hull & Xavier Jaravel, 2025. "Design-based identification with formula instruments: a review," The Econometrics Journal, Royal Economic Society, vol. 28(1), pages 83-108.
  4. Jonne Y. Guyt & Arjen van Lin & Kristopher O. Keller, 2025. "Banning Unsolicited Store Flyers: Does Helping the Environment Hurt Retailing?," Marketing Science, INFORMS, vol. 44(5), pages 1104-1124, September.
  5. Mishra, Vikas & Ishdorj, Ariun, 2024. "A Balanced Plate: The Impact of National School Lunch Program on Participant’s Food Components Consumption and Diet Quality," 2024 Annual Meeting, July 28-30, New Orleans, LA 343600, Agricultural and Applied Economics Association.
  6. Kyunghoon Ban & D'esir'e K'edagni, 2022. "Robust Difference-in-differences Models," Papers 2211.06710, arXiv.org, revised Aug 2023.
  7. Wang, Yimin, 2025. "Links between COVID-19 lockdowns and drug overdose deaths, evidence from panel data," Economics & Human Biology, Elsevier, vol. 58(C).
  8. Kim, Dongin & Steinbach, Sandro & Zurita, Carlos, 2024. "Deep trade agreements and agri-food global value chain integration," Food Policy, Elsevier, vol. 127(C).
  9. 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.
  10. Yechan Park & Yuya Sasaki, 2024. "Matching $\leq$ Hybrid $\leq$ Difference in Differences," Papers 2411.07952, arXiv.org, revised Feb 2025.
  11. Sunny R. Karim & Morten {O}rregaard Nielsen & James G. MacKinnon & Matthew D. Webb, 2026. "Improved Inference for CSDID Using the Cluster Jackknife," Papers 2602.12043, arXiv.org.
  12. Florian F Gunsilius, 2025. "A primer on optimal transport for causal inference with observational data," Papers 2503.07811, arXiv.org, revised Mar 2025.
  13. Kansikas, Carolina & Bagues, Manuel, 2024. "Can term limits accelerate women's access to top political positions? Quasi-experimental evidence from Italy," CEPR Discussion Papers 19306, Centre for Economic Policy Research.
  14. Iv'an Fern'andez-Val & Jonas Meier & Aico van Vuuren & Francis Vella, 2024. "A simple distributional difference-in-differences estimator for univariate and bivariate outcomes," Papers 2409.02311, arXiv.org, revised May 2026.
  15. 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.
  16. Luca J. Uberti & Drini Imami & Mariapia Mendola, 2025. "Votes for Work? Job Patronage and Electoral Mobilization in Albania," Working Papers 561, University of Milano-Bicocca, Department of Economics.
  17. Craig S Wright, 2026. "Design-Robust Event-Study Estimation under Staggered Adoption Diagnostics, Sensitivity, and Orthogonalisation," Papers 2601.18801, arXiv.org.
  18. Dor Leventer, 2026. "Identification of Child Penalties," Papers 2602.07486, arXiv.org, revised Jun 2026.
  19. Bíró, Anikó & Prinz, Dániel & Sándor, László, 2022. "The minimum wage, informal pay, and tax enforcement," Journal of Public Economics, Elsevier, vol. 215(C).
  20. Sina Akbari & Negar Kiyavash, 2024. "Non-linear Triple Changes Estimator for Targeted Policies," Papers 2402.12583, arXiv.org.
  21. Kansikas, Carolina & Bagues, Manuel, 2025. "Gender Equality Through Turnover : Quasi-experimental Evidence from Term Limit Reforms in Italy," The Warwick Economics Research Paper Series (TWERPS) 1573, University of Warwick, Department of Economics.
  22. Christian Peukert & Florian Abeillon & Jérémie Haese & Franziska Kaiser & Alexander Staub, 2024. "Strategic Behavior and AI Training Data," CESifo Working Paper Series 11099, CESifo.
  23. Christian Peukert & Florian Abeillon & J'er'emie Haese & Franziska Kaiser & Alexander Staub, 2024. "AI and the Dynamic Supply of Training Data," Papers 2404.18445, arXiv.org, revised Jun 2025.
  24. Blazar, David & Gao, Wenjing & Gershenson, Seth & Goings, Ramon & Lagos, Francisco, 2024. "Do Grow-Your-Own Programs Work? Evidence from the Teacher Academy of Maryland," IZA Discussion Papers 16983, IZA Network @ LISER.
  25. 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.
  26. Bradley, Jake & Albornoz, Facundo & Sonderegger, Silvia & Rodríguez, Jesús & Rustagi, Devesh, 2026. "Information Shocks, Attitudes towards Immigrants, and Hate Crime," CAGE Online Working Paper Series 802, Competitive Advantage in the Global Economy (CAGE).
  27. Alagöz, Nazli, 2024. "Promotion and technological change in the music industry," Other publications TiSEM 511ceba0-62a0-4c60-a76c-f, Tilburg University, School of Economics and Management.
  28. Huang, Minmin & Hu, Jin & Hu, Mingjun & Irfan, Muhammad & Wu, Kaiya, 2026. "How technological and regulatory factors shape the impact of supply chain digitalization on energy utilization efficiency," Economic Analysis and Policy, Elsevier, vol. 89(C), pages 663-680.
  29. Avdic, Daniel & Decker, Simon & Karlsson, Martin & Salm, Martin, 2024. "No-claim refunds and healthcare use," Journal of Public Economics, Elsevier, vol. 230(C).
  30. Gaurab Aryal & Anirban Chattopadhyaya & Federico Ciliberto, 2025. "Bridging Quasi-Experimental and Structural Approaches for Robust Evaluation of US Airline Mergers," Papers 2503.15785, arXiv.org, revised Oct 2025.
  31. Arne Risa Hole & Anita Ratcliffe, 2025. "Difference‐in‐differences with ordinal data: analysing the impact of terror attacks on racial harassment fears of UK Muslims," Fiscal Studies, John Wiley & Sons, vol. 46(4), pages 513-527, December.
  32. Haaga, Tapio & Böckerman, Petri & Kortelainen, Mika & Tukiainen, Janne, 2024. "Effects of nurse visit copayment on primary care use: Do low-income households pay the price?," Journal of Health Economics, Elsevier, vol. 94(C).
  33. 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.
  34. Shoya Ishimaru, 2026. "Estimating Treatment Effects in Panel Data Without Parallel Trends," Papers 2601.08281, arXiv.org.
  35. repec:ags:aaea22:335760 is not listed on IDEAS
  36. 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).
  37. Xu, Maobin & Liu, Yi & Wu, Kai, 2025. "The power of title: Unintended consequences of a place-based innovation policy in China," Economic Modelling, Elsevier, vol. 152(C).
  38. 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.
  39. 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.
  40. Barkowski, Scott, 2021. "Interpretation of nonlinear difference-in-differences: the role of the parallel trends assumption," MPRA Paper 108975, University Library of Munich, Germany.
  41. Fenizia, Alessandra & Li, Nicholas Y. & Citino, Luca, 2025. "The (In)effectiveness of Targeted Payroll Tax Reductions," IZA Discussion Papers 18233, IZA Network @ LISER.
  42. Cruz, Iván López & Torrens, Gustavo, 2026. "A two-wave death story: fentanyl overdoses in the US, bullets in Mexico," Journal of Development Economics, Elsevier, vol. 178(C).
  43. Paul Goldsmith-Pinkham, 2024. "Tracking the Credibility Revolution across Fields," Papers 2405.20604, arXiv.org, revised Jun 2024.
  44. Federico N Daverio-Occhini & María Montoya-Aguirre & Máximo Ponce de León & L Guillermo Woo-Mora, 2024. "Moral Force: Leaders' Actions and Public Health Compliance in Crisis," PSE Working Papers halshs-04721932, HAL.
  45. Dmitry Arkhangelsky & Guido Imbens, 2023. "Causal Models for Longitudinal and Panel Data: A Survey," Papers 2311.15458, arXiv.org, revised Jun 2024.
  46. Fernández-Val, Iván & Meier, Jonas & van Vuuren, Aico & Vella, Francis, 2024. "Distribution Regression Difference-in-Differences," IZA Discussion Papers 17264, IZA Network @ LISER.
  47. Jin, Jian & Xu, Su & Gao, Bei, 2025. "Can energy efficiency credit guidelines boost enterprises' low-carbon technological innovation? Evidence from China," Energy Economics, Elsevier, vol. 150(C).
  48. Marta C.Lopes & Alessandro Tondini, 2022. "Firm-Level Effects of Reductions in Working Hours," FBK-IRVAPP Working Papers 2022-05, Research Institute for the Evaluation of Public Policies (IRVAPP), Bruno Kessler Foundation.
  49. Jonas M. Mikhaeil & Christopher Harshaw, 2025. "Valid Inference when Testing Violations of Parallel Trends for Difference-in-Differences," Papers 2510.26470, arXiv.org, revised May 2026.
  50. 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).
  51. Duha T. Altindag & Reem El Cheikh Taha & Jennifer U. Jones & R. Alan Seals, 2026. "Local labor market effects of nuclear power plants," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 45(2), March.
  52. repec:wbk:wbrwps:10250 is not listed on IDEAS
  53. Lihua Lei, 2024. "Causal Interpretation of Regressions With Ranks," Papers 2406.05548, arXiv.org.
  54. Felix Reichel, 2025. "Price Pass-Through of Austria's Single-Use Plastics Producer Charges: Evidence from Retail Offer Spells," Papers 2510.15617, arXiv.org, revised May 2026.
  55. Andrew Baker & Brantly Callaway & Scott Cunningham & Andrew Goodman-Bacon & Pedro H. C. Sant'Anna, 2026. "Difference-in-Differences Designs: A Practitioner's Guide," Journal of Economic Literature, American Economic Association, vol. 64(2), pages 498-557, June.
  56. 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.
  57. repec:ags:aaea22:343600 is not listed on IDEAS
  58. Aydin, Eren & Gehrsitz, Markus & Traxler, Christian, 2024. "Greener Fleet, Cleaner Air: How Low Emission Zones Reduce Pollution," IZA Discussion Papers 17144, IZA Network @ LISER.
  59. Xianpu Xu & Yiqi Fu & Qiqi Meng & Jiarui Hu, 2025. "Identifying the Impact of Climate Policy on Urban Carbon Emissions: New Insights from China’s Environmental Protection Tax Reform," Sustainability, MDPI, vol. 17(17), pages 1-32, September.
  60. Gregory Faletto, 2023. "Fused Extended Two-Way Fixed Effects for Difference-in-Differences With Staggered Adoptions," Papers 2312.05985, arXiv.org, revised Apr 2025.
  61. 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.
  62. Dor Leventer & Daniel Nevo, 2024. "Correcting invalid regression discontinuity designs with multiple time period data," Papers 2408.05847, arXiv.org, revised Feb 2025.
  63. Fernández-López, Reinier & Mardones, Cristian, 2025. "Impact evaluation of the carbon tax in Chile using the difference-in-differences method," Energy, Elsevier, vol. 318(C).
  64. Franziska Zimmert & Michael Zimmert, 2024. "Part‐time subsidies and maternal reemployment: Evidence from a difference‐in‐differences analysis," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 39(6), pages 1149-1171, September.
  65. Yu, Anbang & Li, Hongchang, 2025. "Together or alone? Environmental regulations and energy consumption: Empirical evidence from 200 cities in China," Energy, Elsevier, vol. 341(C).
  66. Elena Kotyrlo, 2024. "Simple and complex difference-in-differences approach," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 73, pages 119-142.
  67. Michel Grosz & Ross Milton, 2025. "Relaxing electoral constraints in local education funding," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 44(4), pages 1394-1416, September.
  68. 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, IZA Network @ LISER.
  69. Daisuke Kurisu & Yuta Okamoto & Taisuke Otsu, 2025. "Difference-in-Differences with Interval Data," Papers 2512.08759, arXiv.org.
  70. Yuta Okamoto & Yuuki Ozaki, 2026. "On Extrapolation of Treatment Effects in Multiple-Cutoff Regression Discontinuity Designs," Discussion Paper Series DP2026-20, Research Institute for Economics & Business Administration, Kobe University.
  71. Fabrizia Mealli & Javier Viviens, 2025. "Difference-in-Differences in the Presence of Unknown Interference," Papers 2512.21176, arXiv.org, revised Feb 2026.
  72. Yuta Okamoto & Yuuki Ozaki, 2024. "On Extrapolation of Treatment Effects in Multiple-Cutoff Regression Discontinuity Designs," Papers 2412.04265, arXiv.org, revised Sep 2025.
  73. Jinghao Sun & Eric J. Tchetgen Tchetgen, 2025. "On a Debiased and Semiparametric Efficient Changes-in-Changes Estimator," Papers 2507.07228, arXiv.org, revised Aug 2025.
  74. Paul Goldsmith-Pinkham & Tianshu Lyu, 2025. "Causal Inference in Financial Event Studies," Papers 2511.15123, arXiv.org.
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