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Pedro H. C. Sant'Anna

Citations

Many of the citations below have been collected in an experimental project, CitEc, where a more detailed citation analysis can be found. These are citations from works listed in RePEc that could be analyzed mechanically. So far, only a minority of all works could be analyzed. See under "Corrections" how you can help improve the citation analysis.

Working papers

  1. Yukun Ma & Pedro H. C. Sant'Anna & Yuya Sasaki & Takuya Ura, 2023. "Doubly Robust Estimators with Weak Overlap," Papers 2304.08974, arXiv.org, revised Apr 2023.

    Cited by:

    1. Ruonan Xu, 2023. "Difference-in-Differences with Interference," Papers 2306.12003, arXiv.org, revised Feb 2024.
    2. Michael Lechner, 2023. "Causal Machine Learning and its use for public policy," Swiss Journal of Economics and Statistics, Springer;Swiss Society of Economics and Statistics, vol. 159(1), pages 1-15, December.

  2. Dalia Ghanem & Pedro H. C. Sant'Anna & Kaspar Wuthrich, 2022. "Selection and parallel trends," Papers 2203.09001, arXiv.org, revised Mar 2024.

    Cited by:

    1. Ruonan Xu, 2023. "Difference-in-Differences with Interference," Papers 2306.12003, arXiv.org, revised Feb 2024.
    2. Yechan Park & Yuya Sasaki, 2024. "A Bracketing Relationship for Long-Term Policy Evaluation with Combined Experimental and Observational Data," Papers 2401.12050, arXiv.org.
    3. Pedro Picchetti, 2023. "Identification in Endogenous Sequential Treatment Regimes," Papers 2311.18555, arXiv.org.
    4. Callaway, Brantly & Li, Tong, 2023. "Policy evaluation during a pandemic," Journal of Econometrics, Elsevier, vol. 236(1).
    5. Gregory Faletto, 2023. "Fused Extended Two-Way Fixed Effects for Difference-in-Differences with Staggered Adoptions," Papers 2312.05985, arXiv.org.

  3. 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.

    Cited by:

    1. Carattini, Stefano & Figge, Béla & Gordan, Alexander & Löschel, Andreas, 2022. "Municipal building codes and the adoption of solar photovoltaics," LSE Research Online Documents on Economics 116963, London School of Economics and Political Science, LSE Library.
    2. Biro, Aniko & Bisztray, Márta & da Fonseca, João G. & Molnár, Tímea Laura, 2023. "Accident-Induced Absence from Work and Wage Ladders," IZA Discussion Papers 16312, Institute of Labor Economics (IZA).
    3. Christian Krekel & Johannes Rode & Alexander Roth, 2023. "Do wind turbines have adverse health impacts," CEP Discussion Papers dp1950, Centre for Economic Performance, LSE.
    4. Hollingsworth, Alex & Thomasson, Melissa A. & Karbownik, Krzysztof & Wray, Anthony, 2022. "The Gift of a Lifetime: The Hospital, Modern Medicine, and Mortality," IZA Discussion Papers 15719, Institute of Labor Economics (IZA).
    5. Coile, Courtney & Rossin-Slater, Maya & Su, Amanda, 2022. "The Impact of Paid Family Leave on Families with Health Shocks," IZA Discussion Papers 15783, Institute of Labor Economics (IZA).
    6. Martins-Neto, Antonio & Cirera, Xavier & Coad, Alex, 2022. "Routine-biased technological change and employee outcomes after mass layoffs: Evidence from Brazil," MERIT Working Papers 2022-014, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    7. Todd Morris & Benoit Dostie, 2023. "Graying and staying on the job: The welfare implications of employment protection for older workers," CIRANO Working Papers 2023s-20, CIRANO.
    8. Federica Daniele & Alessandra Pasquini & Stefano Clò & Enza Maltese, 2022. "Unburdening regulation: the impact of regulatory simplification on photovoltaic adoption in Italy," Temi di discussione (Economic working papers) 1387, Bank of Italy, Economic Research and International Relations Area.
    9. Hjalmarsson, Linn & Kaiser, Boris & Bischof, Tamara, 2023. "The impact of physician exits in primary care: A study of practice handovers," Health Policy, Elsevier, vol. 135(C).
    10. Jun Li, 2022. "Value‐Based Payments in Health Care: Evidence from a Nationwide Randomized Experiment in the Home Health Sector," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 41(4), pages 1090-1117, September.
    11. Climent Quintana-Domeque & Jingya Zeng, 2023. "COVID-19 and mental health: natural experiments of the costs of lockdowns," Discussion Papers 2314, University of Exeter, Department of Economics.
    12. Elodie Andrieu & Malgorzata Kuczera, 2023. "Minimum Wage and Skills -Evidence from Job Vacancy Data," Working Papers 034, The Productivity Institute.
    13. Jonathan Roth, 2024. "Interpreting Event-Studies from Recent Difference-in-Differences Methods," Papers 2401.12309, arXiv.org.
    14. Alex Armand & Paul Atwell & Joseph F. Gomes & Yannik Schenk, 2023. "It’s a Bird, it’s a Plane, it’s Superman! Using Mass Media to fight Intolerance," LIDAM Discussion Papers IRES 2023012, Université catholique de Louvain, Institut de Recherches Economiques et Sociales (IRES).
    15. Coad, Alexander & Amaral-Garcia, Sofia & Bauer, Peter & Domnick, Clemens & Harasztosi, Péter & Pál, Rozália & Teruel, Mercedes, 2022. "Investment expectations by vulnerable European firms: A difference-in-difference approach," EIB Working Papers 2022/04, European Investment Bank (EIB).
    16. Josh B. McGee, 2023. "Yes, money matters, but the details can make all the difference," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 42(4), pages 1125-1132, September.
    17. Gustavo Joaquim & J. Christina Wang, 2022. "What Do 25 Million Records of Small Businesses Say about the Effects of the PPP?," Working Papers 22-23, Federal Reserve Bank of Boston.
    18. Namasi G. Sankar & Suryadeepto Nag & Siddhartha P. Chakrabarty & Sankarshan Basu, 2024. "The Carbon Premium: Correlation or Causation? Evidence from S&P 500 Companies," Papers 2401.16455, arXiv.org.
    19. Vinish Shrestha, 2022. "Revisiting the Effects of Cigarette Taxes on Smoking Outcomes," Working Papers 2022-02, Towson University, Department of Economics, revised Oct 2022.
    20. Dami'an Vergara, 2022. "Minimum Wages and Optimal Redistribution," Papers 2202.00839, arXiv.org, revised Dec 2022.
    21. Saffer, Henry & Gehrsitz, Markus & Grossman, Michael, 2022. "The Effects of Alcohol Excise Tax Increases by Drinking Level and by Income Level," IZA Discussion Papers 15328, Institute of Labor Economics (IZA).
    22. Pan Zhao & Yifan Cui, 2023. "A Semiparametric Instrumented Difference-in-Differences Approach to Policy Learning," Papers 2310.09545, arXiv.org.
    23. Finn Christensen, 2023. "Comparative Statics for Difference-in-Differences," Working Papers 2023-08, Towson University, Department of Economics, revised Nov 2023.
    24. Fabre, Anaïs, 2022. "Robustness of Two-Way Fixed Effects Estimators to Heterogeneous Treatment Effects," TSE Working Papers 22-1362, Toulouse School of Economics (TSE), revised Jun 2023.
    25. Birkholz, Carlo & Asatryan, Zareh & Baskaran, Thushyanthan & Gomtsyan, David, 2022. "Favoritism and Firms: Micro Evidence and Macro Implications," VfS Annual Conference 2022 (Basel): Big Data in Economics 264055, Verein für Socialpolitik / German Economic Association.
    26. Wu, Guoyong & Gao, Yue & Feng, Yanchao, 2023. "Assessing the environmental effects of the supporting policies for mineral resource-exhausted cities in China," Resources Policy, Elsevier, vol. 85(PB).
    27. Jason Lennard & Meredith M. Paker, 2023. "Devaluation, Exports, and Recovery from the Great Depression," Discussion Papers 2403, Centre for Macroeconomics (CFM).
    28. Dmitry Arkhangelsky & Guido Imbens, 2023. "Causal Models for Longitudinal and Panel Data: A Survey," Papers 2311.15458, arXiv.org, revised Mar 2024.
    29. 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.
    30. Frank Y. Huang & Po-Chun Huang, 2024. "Enhancing Urban Traffic Safety: An Evaluation on Taipei's Neighborhood Traffic Environment Improvement Program," Papers 2401.16752, arXiv.org, revised Feb 2024.
    31. Jamie O’Halloran & Anne Sophie Oxholm & Line Bjørnskov Pedersen & Dorte Gyrd‐Hansen, 2024. "Going the extra mile? General practitioners' upcoding of fees for home visits," Health Economics, John Wiley & Sons, Ltd., vol. 33(2), pages 197-203, February.
    32. Hans-Bernd Schaefer & Rok Spruk, 2024. "Islamic Law, Western European Law and the Roots of Middle East's Long Divergence: a Comparative Empirical Investigation (800-1600)," Papers 2401.14435, arXiv.org, revised Mar 2024.
    33. Gregory Faletto, 2023. "Fused Extended Two-Way Fixed Effects for Difference-in-Differences with Staggered Adoptions," Papers 2312.05985, arXiv.org.
    34. Brantly Callaway, 2022. "Difference-in-Differences for Policy Evaluation," Papers 2203.15646, arXiv.org.
    35. Ihsaan Bassier & Alan Manning & Barbara Petrongolo, 2023. "Vacancy duration and wages," CEP Discussion Papers dp1943, Centre for Economic Performance, LSE.

  4. Jonathan Roth & Pedro H. C. Sant'Anna, 2021. "Efficient Estimation for Staggered Rollout Designs," Papers 2102.01291, arXiv.org, revised May 2023.

    Cited by:

    1. Carattini, Stefano & Figge, Béla & Gordan, Alexander & Löschel, Andreas, 2022. "Municipal building codes and the adoption of solar photovoltaics," LSE Research Online Documents on Economics 116963, London School of Economics and Political Science, LSE Library.
    2. 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.
    3. Rufrancos, Héctor & Moro, Mirko & Moore, Eva, 2021. "The impact of University reopenings on COVID-19 cases in Scotland," GLO Discussion Paper Series 868, Global Labor Organization (GLO).
    4. Gregory Gilpin & Ezra Karger & Peter Nencka, 2021. "The Returns to Public Library Investment," Working Paper Series WP-2021-06, Federal Reserve Bank of Chicago, revised 20 Jul 2021.
    5. Benjamin W. Arold & M. Danish Shakeel, 2021. "The Unintended Effects of the Common Core State Standards on Non-Targeted Subjects," ifo Working Paper Series 354, ifo Institute - Leibniz Institute for Economic Research at the University of Munich.
    6. Dmitry Arkhangelsky & Guido W. Imbens & Lihua Lei & Xiaoman Luo, 2021. "Design-Robust Two-Way-Fixed-Effects Regression For Panel Data," Papers 2107.13737, arXiv.org, revised Mar 2024.

  5. Wood, George & Tyler, Tom & Papachristos, Andrew V & Roth, Jonathan & Sant'Anna, Pedro H. C., 2021. "Revised findings for "Procedural justice training reduces police use of force and complaints against officers"," SocArXiv xf32m, Center for Open Science.

    Cited by:

    1. Jonathan Roth & Pedro H. C. Sant'Anna, 2021. "Efficient Estimation for Staggered Rollout Designs," Papers 2102.01291, arXiv.org, revised May 2023.

  6. Brantly Callaway & Andrew Goodman-Bacon & Pedro H. C. Sant'Anna, 2021. "Difference-in-Differences with a Continuous Treatment," Papers 2107.02637, arXiv.org, revised Jan 2024.

    Cited by:

    1. Mara Barschkett, 2022. "Age-specific Effects of Early Daycare on Children's Health," Discussion Papers of DIW Berlin 2028, DIW Berlin, German Institute for Economic Research.
    2. Kong, Gaowen & Kong, Dongmin & Shi, Lu, 2022. "Sleeplessness in COVID-19 pandemic: Lockdown and anxiety," Journal of Asian Economics, Elsevier, vol. 80(C).
    3. Andre, Jennifer & Blavin, Fredric & Braga, Breno & Gangopadhyaya, Anuj, 2023. "The Impact of Hospital Closures on Medical Debt in Collections: Analysis Using Consumer Credit Bureau Data," IZA Discussion Papers 16448, Institute of Labor Economics (IZA).
    4. 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.
    5. Demir, Gökay, 2023. "Labor Market Frictions and Spillover Effects from Publicly Announced Sectoral Minimum Wages," IZA Discussion Papers 16204, Institute of Labor Economics (IZA).
    6. Schirner, Sebastian & Hessami, Zohal, 2023. "Migration Shocks, Elections, and Political Selection," VfS Annual Conference 2023 (Regensburg): Growth and the "sociale Frage" 277670, Verein für Socialpolitik / German Economic Association.
    7. González-Val, Rafael & Marcén, Miriam, 2022. "Mass gathering events and the spread of infectious diseases: Evidence from the early growth phase of COVID-19," Economics & Human Biology, Elsevier, vol. 46(C).
    8. Saleh, Mohamed & Assaad, Ragui & ,, 2019. "Impact of Syrian Refugees on Education Outcomes in Jordan," CEPR Discussion Papers 14056, C.E.P.R. Discussion Papers.
    9. Diego Marino Fages, 2023. "Migration and trust: Evidence on assimilation from internal migrants," Discussion Papers 2023-08, Nottingham Interdisciplinary Centre for Economic and Political Research (NICEP).
    10. Konings, Jozef & Magerman, Glenn & Van Esbroeck, Dieter, 2023. "The impact of firm-level Covid rescue policies on productivity growth and reallocation," European Economic Review, Elsevier, vol. 157(C).
    11. 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.
    12. Bertoni, Marco & Brunello, Giorgio & Da Re, Filippo, 2022. "Pension Reforms, Longer Working Horizons and Depression. Does the Risk of Automation Matter?," IZA Discussion Papers 15700, Institute of Labor Economics (IZA).
    13. Jacob E. Bastian, 2024. "The EITC in rural and economically distressed areas: More bang per buck?," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 31(1), pages 136-159, February.
    14. Niklas Gohl, 2023. "Working Longer, Working Stronger? The Forward-Looking Effects of Increasing the Retirement Age on (Un)employment Behaviour," CEPA Discussion Papers 63, Center for Economic Policy Analysis.
    15. Abouk, Rahi & Courtemanche, Charles & Dave, Dhaval & Feng, Bo & Friedman, Abigail S. & Maclean, Johanna Catherine & Pesko, Michael F. & Sabia, Joseph J. & Safford, Samuel, 2023. "Intended and unintended effects of e-cigarette taxes on youth tobacco use," Journal of Health Economics, Elsevier, vol. 87(C).
    16. Federico Belotti & Joanna Kopinska & Alessandro Palma & Andrea Piano Mortari, 2022. "Health status and the Great Recession. Evidence from electronic health records," Health Economics, John Wiley & Sons, Ltd., vol. 31(8), pages 1770-1799, August.
    17. Acton, Riley & Khafaji-King, Jo Al & Smith, Austin C., 2023. "Suspended from Work and School? Impacts of Layoff Events and Unemployment Insurance on Student Disciplinary Incidence," IZA Discussion Papers 16423, Institute of Labor Economics (IZA).
    18. Yong Geng & Wei Liu & Hanshu Chen & Xinyu Zou, 2023. "The Spillover Effects of Environmental Regulations: A Perspective of Chinese Unregulated Firms' Tax Burden," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 31(2), pages 84-111, March.
    19. Cailin R. Slattery & Alisa Tazhitdinova & Sarah Robinson, 2022. "Corporate Political Spending and State Tax Policy: Evidence from Citizens United," NBER Working Papers 30352, National Bureau of Economic Research, Inc.
    20. Shun Zhang, 2023. "Policy Expectation Counts? The Impact of China's Delayed Retirement Announcement on Urban Households Savings Rates," Papers 2307.02455, arXiv.org, revised Jul 2023.
    21. Taylor, Garrett C. & West, James E., 2023. "Minimum wage effects within Census Based Statistical Areas: A matched pair cross-border analysis," Economics Letters, Elsevier, vol. 229(C).
    22. Grijalva, Diego F. & Uribe-Terán, Carlos & Gachet, Iván, 2024. "The Contractionary Effects of Protectionist Trade Policy in a Dollarized Economy," IDB Publications (Working Papers) 13358, Inter-American Development Bank.
    23. Silvia Peracchi, 2022. "The Migration Crisis in the Local News: Evidence from the French-Italian Border," CESifo Working Paper Series 10070, CESifo.
    24. Jan Gromadzki & Katarzyna Sałach & Michał Brzeziński, 2024. "When populists deliver on their promises: the electoral effects of a large cash transfer programme in Poland," Economica, London School of Economics and Political Science, vol. 91(361), pages 320-345, January.
    25. Lewis, Brittany Almquist, 2023. "Creditor rights, collateral reuse, and credit supply," Journal of Financial Economics, Elsevier, vol. 149(3), pages 451-472.
    26. Catalina Amuedo‐Dorantes & José R. Bucheli, 2023. "Immigration Policy and Hispanic Representation in National Elections," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 42(3), pages 815-844, June.
    27. Chiplunkar, Gaurav & Weaver, Jeffrey, 2023. "Marriage markets and the rise of dowry in India," Journal of Development Economics, Elsevier, vol. 164(C).
    28. Huber, Matthias & Uebelmesser, Silke, 2023. "Presence of language-learning opportunities and migration," Labour Economics, Elsevier, vol. 84(C).
    29. Korn, Tobias, 2023. "The Persistent Consequences of Civil Conflict: Evidence from a New Measure for Subnational Conflict Exposure," Hannover Economic Papers (HEP) dp-711, Leibniz Universität Hannover, Wirtschaftswissenschaftliche Fakultät.
    30. Caglio, Ariela & Laffitte, Sebastien & Masciandaro, Donato & Ottaviano, Gianmarco Ireo Paolo, 2023. "Has financial fair play changed European football?," LSE Research Online Documents on Economics 121307, London School of Economics and Political Science, LSE Library.
    31. Jarkko Harju & Sami Jysmä & Aliisa Koivisto & Tuomas Kosonen, 2023. "Do household tax credits increase consumption? The role of demand elasticity and the extent of demand," Working Papers 8, Finnish Centre of Excellence in Tax Systems Research.
    32. Alejandro Estefan & Roberto Gerhard & Joseph P. Kaboski & Illenin O. Kondo & Wei Qian, 2024. "Outsourcing Policy and Worker Outcomes: Causal Evidence from a Mexican Ban," NBER Working Papers 32024, National Bureau of Economic Research, Inc.
    33. Ben Gilbert & Hannah Gagarin & Ben Hoen, 2023. "Geographic Spillovers of Wind Energy Development on Wages and Employment," Working Papers 2023-01, Colorado School of Mines, Division of Economics and Business.
    34. Marie, Olivier & Zwiers, Esmée, 2022. "Religious Barriers to Birth Control Access," CEPR Discussion Papers 17427, C.E.P.R. Discussion Papers.
    35. Joshua Blonz & Brigitte Roth Tran & Erin Troland, 2023. "The Canary in the Coal Decline: Appalachian Household Finance and the Transition from Fossil Fuels," Working Paper Series 2023-09, Federal Reserve Bank of San Francisco.
    36. Vinish Shrestha, 2022. "Revisiting the Effects of Cigarette Taxes on Smoking Outcomes," Working Papers 2022-02, Towson University, Department of Economics, revised Oct 2022.
    37. Alan Sage & Mike Langen & Alex van de Minne, 2023. "Where is the opportunity in opportunity zones?," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 51(2), pages 338-371, March.
    38. Marco A. Marini & Samuel Nocito, 2023. "Climate Activism Favors Pro-environmental Consumption," Working Papers 2023.24, Fondazione Eni Enrico Mattei.
    39. Jesse Matheson & Brendon McConnell & James Rockey & Argyris Sakalis, 2023. "Do Remote Workers Deter Neighborhood Crime? Evidence from the Rise of Working from Home," Discussion Papers 23-07, Department of Economics, University of Birmingham.
    40. Flynn, Patrick & Smith, Tucker, 2022. "Rivers, lakes and revenue streams: The heterogeneous effects of Clean Water Act grants on local spending," Journal of Public Economics, Elsevier, vol. 212(C).
    41. Enrico Berkes & Davide M. Coluccia & Gaia Dossi & Mara P. Squicciarini, 2023. "Dealing with adversity: Religiosity or science? Evidence from the great influenza pandemic," POID Working Papers 068, Centre for Economic Performance, LSE.
    42. Fabre, Anaïs, 2022. "Robustness of Two-Way Fixed Effects Estimators to Heterogeneous Treatment Effects," TSE Working Papers 22-1362, Toulouse School of Economics (TSE), revised Jun 2023.
    43. Batalha, Mafalda & Gonçalves, Duarte & Peralta, Susana & Pereira dos Santos, João, 2022. "The virus that devastated tourism: The impact of covid-19 on the housing market," Regional Science and Urban Economics, Elsevier, vol. 95(C).
    44. Cohen, Isabelle, 2023. "Crowd in or crowd out? The subnational fiscal response to aid," World Development, Elsevier, vol. 164(C).
    45. Clément de Chaisemartin & Xavier d'Haultfoeuille & Félix Pasquier & Gonzalo Vazquez-Bare, 2022. "Difference-in-Differences Estimators for Treatments Continuously Distributed at Every Period," Working Papers hal-03873926, HAL.
    46. Enrico Berkes & Davide M. Coluccia & Gaia Dossi & Mara P. Squicciarini, 2023. "Dealing with adversity: religiosity or science? Evidence from the great influenza pandemic," CEP Discussion Papers dp1927, Centre for Economic Performance, LSE.
    47. 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.
    48. Bassier, Ihsaan & Manning, Alan & Petrongolo, Barbara, 2023. "Vacancy duration and wages," LSE Research Online Documents on Economics 121287, London School of Economics and Political Science, LSE Library.
    49. Hutter, Christian & Weber, Enzo, 2023. "Russia-Ukraine War: A Note on Short-Run Production and Labour Market Effects of the Energy Crisis," MPRA Paper 116620, University Library of Munich, Germany.
    50. Jacks, David S. & Pendakur, Krishna & Shigeoka, Hitoshi & Wray, Anthony, 2023. "Later-Life Mortality and the Repeal of Federal Prohibition," IZA Discussion Papers 16287, Institute of Labor Economics (IZA).
    51. Cristina Borra & Pilar Cuevas-Ruiz & Almudena Sevilla, 2023. "The causal impact of maternal educational curricula on infant health at birth," CEP Discussion Papers dp1915, Centre for Economic Performance, LSE.
    52. Posso, Alberto, 2023. "Terrorism, banking, and informal savings: Evidence from Nigeria," Journal of Banking & Finance, Elsevier, vol. 150(C).
    53. Rubolino, Enrico, 2023. "Does weak enforcement deter tax progressivity?," Journal of Public Economics, Elsevier, vol. 219(C).
    54. James Dean Ward & Daniel Corral, 2023. "Resetting Prices: Estimating the Effect of Tuition Reset Policies on Institutional Finances and Enrollment," Research in Higher Education, Springer;Association for Institutional Research, vol. 64(6), pages 862-892, September.
    55. Gerard J. van den Berg & Stephanie von Hinke & Nicolai Vitt, 2023. "Early life exposure to measles and later-life outcomes: Evidence from the introduction of a vaccine," Bristol Economics Discussion Papers 23/776, School of Economics, University of Bristol, UK.
    56. Pablo A. Celhay & Emilio Depetris-Chauvin & Cristina Riquelme, 2023. "When a Strike Strikes Twice: Massive Student Mobilizations and Teenage Pregnancy in Chile," Working Papers 267, Red Nacional de Investigadores en Economía (RedNIE).
    57. Grimon, Marie-Pascale, 2023. "Effects of the Child Protection System on Parents," Working Paper Series 2/2023, Stockholm University, Swedish Institute for Social Research.
    58. Fisher, Benjamin W. & Fisher, Amy E., 2023. "Criminal justice system contact of students with disabilities by race and ethnicity: Examining the role of school police," Children and Youth Services Review, Elsevier, vol. 149(C).
    59. Niklas Gohl, 2023. "Working Longer, Working Stronger? The Forward-Looking Effects of Increasing the Retirement Age on (Un)employment Behaviour," Berlin School of Economics Discussion Papers 0013, Berlin School of Economics.
    60. Jing, Kecen & Liao, Wen-Chi, 2023. "Small things, big impact: The network-mediated spillover effect through a transport connectivity enhancement project," Regional Science and Urban Economics, Elsevier, vol. 101(C).
    61. Rubli, Adrian, 2023. "Trade-offs between access and quality in healthcare: Evidence from retail clinics in Mexico," Journal of Public Economics, Elsevier, vol. 224(C).
    62. Cygan-Rehm, Kamila, 2023. "Lifetime consequences of lost instructional time in the classroom: Evidence from shortened school years," VfS Annual Conference 2023 (Regensburg): Growth and the "sociale Frage" 277608, Verein für Socialpolitik / German Economic Association.
    63. Fanfani, Bernardo, 2023. "The employment effects of collective wage bargaining," Journal of Public Economics, Elsevier, vol. 227(C).
    64. Kai Fischer, 2023. "Skilled Labour Migration and Firm Performance: Evidence from English Hospitals and Brexit," CESifo Working Paper Series 10747, CESifo.
    65. Joseph, Iverson-Love, 2022. "The effect of natural disaster on economic growth: Evidence from a major earthquake in Haiti," World Development, Elsevier, vol. 159(C).
    66. Grandi, Pietro & Guille, Marianne, 2023. "Banks, deposit rigidity and negative rates," Journal of International Money and Finance, Elsevier, vol. 133(C).
    67. Byrne,Kieran Thomas & Kondylis,Florence & Loeser,John Ashton & Mukama,Denis, 2022. "A Few Good Masks : Evidence from Mask Manufacturing in Rwanda during the COVID-19 Pandemic," Policy Research Working Paper Series 9993, The World Bank.
    68. Kindsgrab, Paul M., 2022. "Do higher income taxes on top earners trickle down? A local labor markets approach," Journal of Public Economics, Elsevier, vol. 214(C).
    69. Claire E. Boone & Pablo A. Celhay & Paul Gertler & Tadeja Gracner, 2023. "Encouraging Preventative Care to Manage Chronic Disease at Scale," NBER Working Papers 31643, National Bureau of Economic Research, Inc.
    70. Richard Freund, 2023. "From drought to distress: unpacking the mental health effects of water scarcity," CSAE Working Paper Series 2023-07, Centre for the Study of African Economies, University of Oxford.
    71. Ryan H. Murphy & Ellen Taylor & Dean Stansel, 2023. "Economic freedom at metropolitan statistical area borders," American Journal of Economics and Sociology, Wiley Blackwell, vol. 82(2), pages 141-149, March.
    72. Mo, Jiawei, 2023. "Heterogeneous effects of urban transport infrastructure on population distribution: The role of educational access," Regional Science and Urban Economics, Elsevier, vol. 101(C).
    73. Nicole Karwowski, 2022. "Estimating the Effect of Easements on Agricultural Production," NBER Chapters, in: American Agriculture, Water Resources, and Climate Change, pages 53-105, National Bureau of Economic Research, Inc.
    74. Jared Hutchins, 2023. "The US farm credit system and agricultural development: Evidence from an early expansion, 1920–1940," American Journal of Agricultural Economics, John Wiley & Sons, vol. 105(1), pages 3-26, January.
    75. Berkes, Enrico & Coluccia, Davide M. & Dossi, Gaia Greta & Squicciarini, Mara P., 2023. "Dealing with adversity: religiosity or science? Evidence from the great influenza pandemic," LSE Research Online Documents on Economics 121318, London School of Economics and Political Science, LSE Library.
    76. Ben Yahmed, Sarra & Berlingieri, Francesco & Brüll, Eduard, 2022. "Adjustments of local labour markets to the COVID-19 crisis: The role of digitalisation and working-from-home," ZEW Discussion Papers 22-031, ZEW - Leibniz Centre for European Economic Research.
    77. Peter Hinrichs, 2022. "State Appropriations and Employment at Higher Education Institutions," Working Papers 22-32, Federal Reserve Bank of Cleveland.
    78. Graff Zivin, Joshua & Liao, Yanjun & Panassié, Yann, 2023. "How hurricanes sweep up housing markets: Evidence from Florida," Journal of Environmental Economics and Management, Elsevier, vol. 118(C).
    79. A.V. Chari, 2023. "A (time) series of unfortunate events: structural change, globalization, and the rise of occupational injuries," WIDER Working Paper Series wp-2023-117, World Institute for Development Economic Research (UNU-WIDER).
    80. Fang, Guanfu & Zhu, Ying, 2022. "Long-term impacts of school nutrition: Evidence from China’s school meal reform," World Development, Elsevier, vol. 153(C).
    81. Shi, Xinzheng & Zhang, Ming-ang, 2023. "Waste import and air pollution: Evidence from China's waste import ban," Journal of Environmental Economics and Management, Elsevier, vol. 120(C).
    82. Bates, Lillian & Hall, Oliver & Jakiela, Pamela, 2023. "Understanding the Impacts of Paid Maternity Leave on Women's Labor Market Outcomes," IZA Discussion Papers 16565, Institute of Labor Economics (IZA).
    83. Butts, Kyle, 2023. "JUE Insight: Difference-in-differences with geocoded microdata," Journal of Urban Economics, Elsevier, vol. 133(C).
    84. Silvia Peracchi, 2023. "Migration Crisis in the Local News: Evidence from the French-Italian Border," LIDAM Discussion Papers IRES 2023021, Université catholique de Louvain, Institut de Recherches Economiques et Sociales (IRES).

  7. Jonathan Roth & Pedro H. C. Sant'Anna, 2020. "When Is Parallel Trends Sensitive to Functional Form?," Papers 2010.04814, arXiv.org, revised Sep 2022.

    Cited by:

    1. Ruonan Xu, 2023. "Difference-in-Differences with Interference," Papers 2306.12003, arXiv.org, revised Feb 2024.
    2. Jonathan Roth & Pedro H. C. Sant'Anna, 2021. "Efficient Estimation for Staggered Rollout Designs," Papers 2102.01291, arXiv.org, revised May 2023.
    3. Kirill Borusyak & Peter Hull & Xavier Jaravel, 2023. "Design-based identification with formula instruments: A review," CeMMAP working papers 12/23, Institute for Fiscal Studies.
    4. Kyunghoon Ban & D'esir'e K'edagni, 2022. "Robust Difference-in-differences Models," Papers 2211.06710, arXiv.org, revised Aug 2023.
    5. 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.
    6. Anikó Bíró & Daniel Prinz & László Sándor, 2021. "The minimum wage, informal pay and tax enforcement," IFS Working Papers W21/41, Institute for Fiscal Studies.
    7. 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.
    8. 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.
    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. 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).
    11. 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.
    12. 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.
    13. Barkowski, Scott, 2021. "Interpretation of nonlinear difference-in-differences: the role of the parallel trends assumption," MPRA Paper 108975, University Library of Munich, Germany.
    14. Dmitry Arkhangelsky & Guido Imbens, 2023. "Causal Models for Longitudinal and Panel Data: A Survey," Papers 2311.15458, arXiv.org, revised Mar 2024.
    15. Gregory Faletto, 2023. "Fused Extended Two-Way Fixed Effects for Difference-in-Differences with Staggered Adoptions," Papers 2312.05985, arXiv.org.
    16. 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.
    17. 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).

  8. 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.

    Cited by:

    1. Arindrajit Dube & Daniele Girardi & Òscar Jordà & Alan M. Taylor, 2023. "A Local Projections Approach to Difference-in-Differences Event Studies," Working Paper Series 2023-12, Federal Reserve Bank of San Francisco.
    2. Mei-Chen Lin & J. Jimmy Yang, 2023. "Do lottery characteristics matter for analysts’ forecast behavior?," Review of Quantitative Finance and Accounting, Springer, vol. 61(3), pages 1057-1091, October.
    3. Brantly Callaway & Pedro H. C. Sant'Anna, 2018. "Difference-in-Differences with Multiple Time Periods," Papers 1803.09015, arXiv.org, revised Dec 2020.
    4. 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.
    5. Guignet, Dennis & Jenkins, Robin R. & Belke, James & Mason, Henry, 2023. "The property value impacts of industrial chemical accidents," Journal of Environmental Economics and Management, Elsevier, vol. 120(C).
    6. Abouk, Rahi & Courtemanche, Charles & Dave, Dhaval & Feng, Bo & Friedman, Abigail S. & Maclean, Johanna Catherine & Pesko, Michael F. & Sabia, Joseph J. & Safford, Samuel, 2023. "Intended and unintended effects of e-cigarette taxes on youth tobacco use," Journal of Health Economics, Elsevier, vol. 87(C).
    7. Dalia Ghanem & Pedro H. C. Sant'Anna & Kaspar Wuthrich, 2022. "Selection and parallel trends," Papers 2203.09001, arXiv.org, revised Mar 2024.
    8. Araujo, Rafael & Costa, Francisco J M & Garg, Teevrat, 2022. "Public Attention and Environmental Action: Evidence from Fires in the Amazon," SocArXiv xj3f6, Center for Open Science.
    9. Joan Costa-Font & Martin Knapp & Cristina Vilaplana-Prieto, 2023. "The ‘welcomed lockdown’ hypothesis? Mental wellbeing and mobility restrictions," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 24(5), pages 679-699, July.
    10. Sunil Mithas & Yanzhen Chen & Yatang Lin & Alysson De Oliveira Silveira, 2022. "On the causality and plausibility of treatment effects in operations management research," Production and Operations Management, Production and Operations Management Society, vol. 31(12), pages 4558-4571, December.
    11. Costa-Font, Joan & Vilaplana-Prieto, Cristina, 2022. "Mental health effects of caregivers respite: subsidies or supports?," LSE Research Online Documents on Economics 115483, London School of Economics and Political Science, LSE Library.
    12. Joan Costa-i-Font & Martin Knapp & Cristina Vilaplana-Prieto, 2022. "The 'Welcomed Lockdown' Hypothesis: When Do Mobility Restrictions Influence Mental Wellbeing?," CESifo Working Paper Series 9796, CESifo.
    13. Mounu Prem & Miguel E. Purroy & Juan F. Vargas, 2021. "Landmines: The Local Effects of Demining," HiCN Working Papers 360, Households in Conflict Network.
    14. Van Dijcke, David & Buckmann, Marcus & Turrell, Arthur & Key, Tomas, 2023. "Vacancy posting, firm balance sheets, and pandemic policy," Bank of England working papers 1033, Bank of England.
    15. 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.
    16. Zhang, Ailian & Wang, Shuyao & Lien, Donald & Yu, Chia-Feng (Jeffrey), 2023. "Are banks rewarded for financial consumer protection? Evidence from a quasi-natural experiment," Finance Research Letters, Elsevier, vol. 52(C).
    17. Wei Luo & Siyuan Kang & Sheng Hu & Lixian Su & Rui Dai, 2023. "Dual Effects of the US-China Trade War and COVID-19 on United States Imports: Transfer of China's industrial chain?," Papers 2309.02271, arXiv.org.
    18. Brantly Callaway & Andrew Goodman-Bacon & Pedro H. C. Sant'Anna, 2024. "Difference-in-differences with a Continuous Treatment," NBER Working Papers 32117, National Bureau of Economic Research, Inc.
    19. Leonardo Rosa & Raphael Bruce & Natália Sarellas, 2022. "Effects of school day time on homicides: The case of the full-day high school program in Pernambuco, Brazil," Working Papers 16, Instituto de Estudos para Políticas de Saúde.
    20. Carter, Colin A. & Steinbach, Sandro & Zhuang, Xiting, 2022. "Global Shipping Container Disruptions and U.S. Agricultural Exports," Working Papers 320397, International Agricultural Trade Research Consortium.
    21. Elena Kotyrlo & Hryhorii M. Kalachyhin, 2023. "The effects of India's bilateral investment treaties termination on foreign direct investment inflows," Economics of Transition and Institutional Change, John Wiley & Sons, vol. 31(4), pages 1007-1033, October.
    22. 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.
    23. Kirill Borusyak & Xavier Jaravel & Jann Spiess, 2021. "Revisiting Event Study Designs: Robust and Efficient Estimation," Papers 2108.12419, arXiv.org, revised Jan 2024.
    24. Bhattacharjee, Arnab & Aravena, Claudia & Castillo, Natalia & Ehrlich, Marco & Taou, Nadia & Wagner, Thomas, 2022. "Agroforestry Programs in the Colombian Amazon: Selection, Treatment and Exposure Effects on Deforestation," National Institute of Economic and Social Research (NIESR) Discussion Papers 537, National Institute of Economic and Social Research.
    25. Bruno Ferman, 2019. "Inference in Difference-in-Differences: How Much Should We Trust in Independent Clusters?," Papers 1909.01782, arXiv.org, revised Sep 2022.
    26. Ai, Hongshan & Tan, Xiaoqing & Zhou, Shengwen & Liu, Wen, 2023. "The impact of supportive policy for resource-exhausted cities on carbon emission: Evidence from China," Resources Policy, Elsevier, vol. 85(PB).
    27. Costa-Font, Joan & Vilaplana-Prieto, Cristina, 2023. "Health System Trust and Compliance with COVID-19 Restrictions," IZA Discussion Papers 15961, Institute of Labor Economics (IZA).
    28. Guilherme Araújo Lima & Igor Viveiros Melo Souza & Mauro Sayar Ferreira, 2023. "Evaluating difference-in-differences models under different treatment assignment mechanism and in the presence of spillover effects," Textos para Discussão Cedeplar-UFMG 662, Cedeplar, Universidade Federal de Minas Gerais.
    29. Costa-Font, Joan & Jiménez-Martín, Sergi & Vilaplana-Prieto, Cristina, 2022. "Do Public Caregiving Subsidies and Supports affect the Provision of Care and Transfers?," Journal of Health Economics, Elsevier, vol. 84(C).
    30. 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.
    31. Audrey Renson & Michael G. Hudgens & Alexander P. Keil & Paul N. Zivich & Allison E. Aiello, 2023. "Identifying and estimating effects of sustained interventions under parallel trends assumptions," Biometrics, The International Biometric Society, vol. 79(4), pages 2998-3009, December.
    32. Costa-Font, Joan & Vilaplana-Prieto, Cristina, 2023. "Trusting the health system and COVID 19 restriction compliance," LSE Research Online Documents on Economics 118267, London School of Economics and Political Science, LSE Library.
    33. Costa-Font, Joan & Knapp, Martin & Vilaplana-Prieto, Cristina, 2023. "The ‘welcomed lockdown’ hypothesis? Mental wellbeing and mobility restrictions," LSE Research Online Documents on Economics 115323, London School of Economics and Political Science, LSE Library.
    34. Costa-Font, Joan & Vilaplana-Prieto, Cristina, 2023. "Trusting the Health System and COVID 19 Restriction Compliance," Economics & Human Biology, Elsevier, vol. 49(C).
    35. Joan Costa-i-Font & Cristina Vilaplana-Prieto, 2023. "Health System Trust and Compliance with Covid-19 Restrictions," CESifo Working Paper Series 10291, CESifo.
    36. David Wuepper & Robert Huber, 2022. "Comparing effectiveness and return on investment of action‐ and results‐based agri‐environmental payments in Switzerland," American Journal of Agricultural Economics, John Wiley & Sons, vol. 104(5), pages 1585-1604, October.
    37. Baye, Vera & Dinger, Valeriya, 2022. "Investment Incentives of Rent Controls and Gentrification - Evidence from German Micro Data," VfS Annual Conference 2022 (Basel): Big Data in Economics 264120, Verein für Socialpolitik / German Economic Association.
    38. Antonio M. Bento & Noah Miller & Mehreen Mookerjee & Edson Severnini, 2023. "Incidental Adaptation: The Role of Non-climate Regulations," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 86(3), pages 305-343, November.

  9. Miguel A. Delgado & Andr'es Garc'ia-Suaza & Pedro H. C. Sant'Anna, 2019. "Distribution Regression in Duration Analysis: an Application to Unemployment Spells," Papers 1904.06185, arXiv.org, revised Nov 2021.

    Cited by:

    1. Santiago Acerenza & Vitor Possebom & Pedro H. C. Sant'Anna, 2023. "Was Javert right to be suspicious? Unpacking treatment effect heterogeneity of alternative sentences on time-to-recidivism in Brazil," Papers 2311.13969, arXiv.org, revised Jan 2024.
    2. Chen, Songnian, 2023. "Two-step estimation of censored quantile regression for duration models with time-varying regressors," Journal of Econometrics, Elsevier, vol. 235(2), pages 1310-1336.

  10. 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.

    Cited by:

    1. Eli Ben-Michael & Avi Feller & Jesse Rothstein, 2019. "Synthetic Controls with Staggered Adoption," Papers 1912.03290, arXiv.org, revised Jan 2021.
    2. Chaofeng Lyu & Shuxin Deng & Zewei Dai, 2023. "Emissions Trading Systems, Structure Adjustment and Air Pollution Reduction: Evidence from Enterprises in China," Sustainability, MDPI, vol. 15(7), pages 1-20, April.
    3. Pedro H. C. Sant'Anna & Jun B. Zhao, 2018. "Doubly Robust Difference-in-Differences Estimators," Papers 1812.01723, arXiv.org, revised May 2020.
    4. 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.
    5. Francesco Filippucci, 2022. "What Do NEETs Need? The Effect of Combining Activation Policies and Cash Transfers," Working Papers halshs-03524083, HAL.
    6. Luis Alvarez & Bruno Ferman, 2020. "Inference in Difference-in-Differences with Few Treated Units and Spatial Correlation," Papers 2006.16997, arXiv.org, revised Apr 2023.
    7. 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.
    8. Banzhaf, H. Spencer & Mickey, Ryan & Patrick, Carlianne, 2021. "Age-based property tax exemptions," Journal of Urban Economics, Elsevier, vol. 121(C).
    9. Sukjin Han, 2018. "Identification in Nonparametric Models for Dynamic Treatment Effects," Papers 1805.09397, arXiv.org, revised Jan 2019.
    10. Alder,Simon & Croke,Kevin & Duhaut,Alice & Marty,Robert Andrew & Vaisey,Ariana Brynn, 2022. "The Impact of Ethiopia’s Road Investment Program on Economic Development and Land Use : Evidence from Satellite Data," Policy Research Working Paper Series 10000, The World Bank.
    11. Andrew Goodman-Bacon & Jan Marcus, 2020. "Difference-in-Differences to Identify Causal Effects of COVID-19 Policies," Discussion Papers of DIW Berlin 1870, DIW Berlin, German Institute for Economic Research.
    12. Clarke, Damian & Tapia Schythe, Kathya, 2020. "Implementing the Panel Event Study," MPRA Paper 101669, University Library of Munich, Germany.
    13. Tymon S{l}oczy'nski, 2018. "Interpreting OLS Estimands When Treatment Effects Are Heterogeneous: Smaller Groups Get Larger Weights," Papers 1810.01576, arXiv.org, revised May 2020.
    14. Jiafeng Chen & Edward Glaeser & David Wessel, 2022. "JUE Insight: The (Non-)Effect of Opportunity Zones on Housing Prices," Papers 2204.06967, arXiv.org.
    15. Juliano Assunção & Robert McMillan & Joshua Murphy & Eduardo Souza-Rodrigues, 2019. "Optimal Environmental Targeting in the Amazon Rainforest," NBER Working Papers 25636, National Bureau of Economic Research, Inc.
    16. Sloczynski, Tymon, 2018. "A General Weighted Average Representation of the Ordinary and Two-Stage Least Squares Estimands," IZA Discussion Papers 11866, Institute of Labor Economics (IZA).
    17. Yu, Fan & Xiao, De & Chang, Meng-Shiuh, 2021. "The impact of carbon emission trading schemes on urban-rural income inequality in China: A multi-period difference-in-differences method," Energy Policy, Elsevier, vol. 159(C).
    18. 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.
    19. Susan Athey & Guido Imbens, 2018. "Design-based Analysis in Difference-In-Differences Settings with Staggered Adoption," Papers 1808.05293, arXiv.org, revised Sep 2018.
    20. Costa-Font, Joan & Raut, Nilesh, 2021. "Long-Term Care Partnership Effects on Medicaid and Private Insurance," IZA Discussion Papers 14753, Institute of Labor Economics (IZA).
    21. Valente, Marica, 2023. "Policy evaluation of waste pricing programs using heterogeneous causal effect estimation," Journal of Environmental Economics and Management, Elsevier, vol. 117(C).
    22. Clément de Chaisemartin & Xavier d'Haultfoeuille, 2022. "Difference-in-Differences Estimators of Intertemporal Treatment Effects," Working Papers hal-03873903, HAL.
    23. 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.
    24. Jorge Rodríguez & Fernando Saltiel & Sergio S. Urzúa, 2018. "Dynamic Treatment Effects of Job Training," NBER Working Papers 25408, National Bureau of Economic Research, Inc.
    25. Sarah Schneider-Strawczynski, 2020. "Hosting Refugees and Voting for the Far-Right: Evidence from France," PSE Working Papers halshs-02982827, HAL.
    26. Chen, Jiafeng & Glaeser, Edward & Wessel, David, 2023. "JUE Insight: The (non-)effect of opportunity zones on housing prices," Journal of Urban Economics, Elsevier, vol. 133(C).
    27. Bruno Ferman & Cristine Pinto, 2021. "Synthetic controls with imperfect pretreatment fit," Quantitative Economics, Econometric Society, vol. 12(4), pages 1197-1221, November.
    28. Scognamillo, Antonio & Sitko, Nicholas J., 2021. "Leveraging social protection to advance climate-smart agriculture: An empirical analysis of the impacts of Malawi’s Social Action Fund (MASAF) on farmers’ adoption decisions and welfare outcomes," World Development, Elsevier, vol. 146(C).
    29. Yang Ning & Sida Peng & Jing Tao, 2020. "Doubly Robust Semiparametric Difference-in-Differences Estimators with High-Dimensional Data," Papers 2009.03151, arXiv.org.
    30. 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.
    31. Peter Hull, 2018. "Estimating Treatment Effects in Mover Designs," Papers 1804.06721, arXiv.org.
    32. Rösner, Anja & Haucap, Justus & Heimeshoff, Ulrich, 2020. "The impact of consumer protection in the digital age: Evidence from the European Union," DICE Discussion Papers 330, Heinrich Heine University Düsseldorf, Düsseldorf Institute for Competition Economics (DICE).
    33. Tal Gross & Raymond Kluender & Feng Liu & Matthew J. Notowidigdo & Jialan Wang, 2019. "The Economic Consequences of Bankruptcy Reform," NBER Working Papers 26254, National Bureau of Economic Research, Inc.
    34. Bruno Ferman, 2019. "Inference in Difference-in-Differences: How Much Should We Trust in Independent Clusters?," Papers 1909.01782, arXiv.org, revised Sep 2022.
    35. Freise, Diana & Schmitz, Hendrik & Westphal, Matthias, 2022. "Late-career unemployment and cognitive abilities," Journal of Health Economics, Elsevier, vol. 86(C).
    36. Poulos, Jason & Albanese, Andrea & Mercatanti, Andrea & Li, Fan, 2021. "Retrospective Causal Inference via Matrix Completion, with an Evaluation of the Effect of European Integration on Cross-Border Employment," IZA Discussion Papers 14472, Institute of Labor Economics (IZA).
    37. Jiafeng Chen & Edward L. Glaeser & David Wessel, 2019. "The (Non-) Effect of Opportunity Zones on Housing Prices," NBER Working Papers 26587, National Bureau of Economic Research, Inc.
    38. Goodman-Bacon, Andrew & Marcus, Jan, 2020. "Using Difference-in-Differences to Identify Causal Effects of COVID-19 Policies," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 14(2), pages 153-158.
    39. Matheus Eduardo Leusin, 2022. "The Development of Al in Multinational Enterprises - Effects upon Technological Trajectories and Innovation Performance," Bremen Papers on Economics & Innovation 2201, University of Bremen, Faculty of Business Studies and Economics.
    40. Douglas L. Miller & Na’ama Shenhav & Michel Grosz, 2023. "Selection into Identification in Fixed Effects Models, with Application to Head Start," Journal of Human Resources, University of Wisconsin Press, vol. 58(5), pages 1523-1566.
    41. Sarah Schneider-Strawczynski, 2020. "Hosting Refugees and Voting for the Far-Right: Evidence from France," Working Papers halshs-02982827, HAL.
    42. Soichiro Yamauchi, 2020. "Difference-in-Differences for Ordinal Outcomes: Application to the Effect of Mass Shootings on Attitudes toward Gun Control," Papers 2009.13404, arXiv.org.
    43. Hector Galindo-Silva & Guy Tchuente, 2019. "Fighting for Not-So-Religious Souls: The Role of Religious Competition in Secular Conflicts," Papers 1910.07707, arXiv.org, revised Jul 2021.
    44. Jianfei Cao & Shirley Lu, 2019. "Synthetic Control Inference for Staggered Adoption: Estimating the Dynamic Effects of Board Gender Diversity Policies," Papers 1912.06320, arXiv.org.
    45. Juliano Assuncao & Robert McMillan & Joshua Murphy & Eduardo Souza-Rodrigues, 2019. "Optimal Environmental Targeting in the Amazon Rainforest," Working Papers tecipa-631, University of Toronto, Department of Economics.
    46. Alessandro Mistretta, 2021. "Business cycle synchronization or business cycle transmission? The effect of the German slowdown on the Italian economy," Temi di discussione (Economic working papers) 1346, Bank of Italy, Economic Research and International Relations Area.
    47. 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).
    48. Pécastaing, Nicolas & Chávez, Carlos, 2020. "The impact of El Niño phenomenon on dry forest-dependent communities' welfare in the northern coast of Peru," Ecological Economics, Elsevier, vol. 178(C).
    49. Marina Dias & Demian Pouzo, 2021. "Inference for multi-valued heterogeneous treatment effects when the number of treated units is small," Papers 2105.10965, arXiv.org.
    50. Buriachenko Andrii Y. & Zhyber Tetiana V. & Paientko Tetiana, 2020. "Managerial accounting in the implementation of deliverology using the example of Ukraine," Central European Economic Journal, Sciendo, vol. 7(54), pages 72-83, January.
    51. 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.
    52. Julia Hatamyar, 2022. "Workplace Breastfeeding Legislation and Labor Market Outcomes," Papers 2209.05916, arXiv.org.
    53. Francesco Filippucci, 2022. "What Do NEETs Need? The Effect of Combining Activation Policies and Cash Transfers," PSE Working Papers halshs-03524083, HAL.
    54. Gamboa, Luis Fernando & Rodriguez Lesmes, Paul, 2019. "The fertility-inhibiting effect of mosquitoes: Socio-economic differences in response to the Zika crisis in Colombia," Economics & Human Biology, Elsevier, vol. 35(C), pages 63-72.
    55. Budzinski, Oliver & Kunz-Kaltenhäuser, Philipp, 2020. "Promoting or restricting competition? - The 50plus1-rule in German football," Ilmenau Economics Discussion Papers 141, Ilmenau University of Technology, Institute of Economics.

  11. Brantly Callaway & Pedro H. C. Sant'Anna, 2018. "Difference-in-Differences with Multiple Time Periods," Papers 1803.09015, arXiv.org, revised Dec 2020.

    Cited by:

    1. Bas Scheer & Wiljan van den Berge & Maarten Goos & Alan Manning & Anna Salomons, 2022. "Alternative Work Arrangements and Worker Outcomes: Evidence from Payrolling," CPB Discussion Paper 435, CPB Netherlands Bureau for Economic Policy Analysis.
    2. Elisabeth Kempf & Mancy Luo & Larissa Schäfer & Margarita Tsoutsoura, 2021. "Political Ideology and International Capital Allocation," NBER Working Papers 29280, National Bureau of Economic Research, Inc.
    3. Brantly Callaway, 2020. "Bounds on Distributional Treatment Effect Parameters using Panel Data with an Application on Job Displacement," Papers 2008.08117, arXiv.org.
    4. Carattini, Stefano & Figge, Béla & Gordan, Alexander & Löschel, Andreas, 2022. "Municipal building codes and the adoption of solar photovoltaics," LSE Research Online Documents on Economics 116963, London School of Economics and Political Science, LSE Library.
    5. Branco, Catarina & Dohse, Dirk & dos Santos, João Pereira & Tavares, José, 2022. "Nobody's gonna slow me down? The effects of a transportation cost shock on firm performance and behavior," Ruhr Economic Papers 949, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    6. Judith Bom & Pieter Bakx & Sara Rellstab, 2022. "Well‐being right before and after a permanent nursing home admission," Health Economics, John Wiley & Sons, Ltd., vol. 31(12), pages 2558-2574, December.
    7. Espinosa, Oscar & Rodríguez, Jhonathan & Ávila, Diego & Rodríguez-Lesmes, Paul & Basto, Sergio & Romano, Giancarlo & Mesa, Lorena & Enríquez, Hernán, 2023. "The impact of updating health benefits plans on health technologies usage and expenditures: the case of Colombia," Documentos de Trabajo 20821, Universidad del Rosario.
    8. Yazan Al-Karablieh & Evangelos Koumanakos & Stefanie Stantcheva, 2020. "Clearing the Bar: Improving Tax Compliance for Small Firms through Target Setting," NBER Working Papers 27770, National Bureau of Economic Research, Inc.
    9. Chiara Drolsbach & Maximilian Maurice Gail & Phil-Adrian Klotz, 2022. "Pass-through of Temporary Fuel Tax Reductions: Evidence from Europe," MAGKS Papers on Economics 202239, Philipps-Universität Marburg, Faculty of Business Administration and Economics, Department of Economics (Volkswirtschaftliche Abteilung).
    10. Thieme, Sebastian & Kates, Sean, 2024. "Fundraising Events and Non-Ideological Donation Motivations," IAST Working Papers 24-159, Institute for Advanced Study in Toulouse (IAST).
    11. Shumway, Clayson & Wilson, Riley, 2022. "Workplace disruptions, judge caseloads, and judge decisions: Evidence from SSA judicial corps retirements," Journal of Public Economics, Elsevier, vol. 205(C).
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    868. Grace Arnold, 2022. "The impact of targeted regulation of abortion providers laws on abortions and births," Journal of Population Economics, Springer;European Society for Population Economics, vol. 35(4), pages 1443-1472, October.
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  12. Pedro H. C. Sant'Anna & Xiaojun Song & Qi Xu, 2018. "Covariate Distribution Balance via Propensity Scores," Papers 1810.01370, arXiv.org, revised Apr 2020.

    Cited by:

    1. Pedro H. C. Sant'Anna & Jun B. Zhao, 2018. "Doubly Robust Difference-in-Differences Estimators," Papers 1812.01723, arXiv.org, revised May 2020.
    2. Mingfeng Zhan & Zongwu Cai & Ying Fang & Ming Lin, 2020. "Covariate Balance Weighting Methods in Estimating Treatment Effects: An Empirical Comparison," WORKING PAPERS SERIES IN THEORETICAL AND APPLIED ECONOMICS 202020, University of Kansas, Department of Economics, revised Dec 2020.
    3. Tymon Sloczynski & Derya Uysal & Jeffrey Wooldridge, 2023. "Abadie's Kappa and Weighting Estimators of the Local Average Treatment Effect," Rationality and Competition Discussion Paper Series 424, CRC TRR 190 Rationality and Competition.
    4. Maciej Berk{e}sewicz, 2023. "Survey calibration for causal inference: a simple method to balance covariate distributions," Papers 2310.11969, arXiv.org, revised Mar 2024.
    5. Tymon Sloczynski & S. Derya Uysal & Jeffrey M. Wooldridge & Derya Uysal, 2022. "Abadie's Kappa and Weighting Estimators of the Local Average Treatment Effect," CESifo Working Paper Series 9715, CESifo.
    6. Sungwon Lee, 2024. "Partial identification and inference for conditional distributions of treatment effects," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 39(1), pages 107-127, January.

  13. Pedro H. C. Sant'Anna & Jun B. Zhao, 2018. "Doubly Robust Difference-in-Differences Estimators," Papers 1812.01723, arXiv.org, revised May 2020.

    Cited by:

    1. Ruonan Xu, 2023. "Difference-in-Differences with Interference," Papers 2306.12003, arXiv.org, revised Feb 2024.
    2. Bai, Yihong & Kim, Chungah & Chum, Antony, 2023. "Impact of the minimum wage increase on smoking behaviour: A quasi-experimental study in South Korea," Social Science & Medicine, Elsevier, vol. 333(C).
    3. Coile, Courtney & Rossin-Slater, Maya & Su, Amanda, 2022. "The Impact of Paid Family Leave on Families with Health Shocks," IZA Discussion Papers 15783, Institute of Labor Economics (IZA).
    4. Enrico Bertacchini & Federico Revelli & Roberto Zotti, 2023. "Lord, How I Want to Be in That Number! On the Blessing of UNESCO World Heritage Listing," CESifo Working Paper Series 10293, CESifo.
    5. Tang, Shengfang & Huang, Zhilin, 2022. "Empirical likelihood confidence interval for difference-in-differences estimator with panel data," Economics Letters, Elsevier, vol. 216(C).
    6. Arindrajit Dube & Daniele Girardi & Òscar Jordà & Alan M. Taylor, 2023. "A Local Projections Approach to Difference-in-Differences Event Studies," Working Paper Series 2023-12, Federal Reserve Bank of San Francisco.
    7. Cipullo, Davide & Reslow, André, 2022. "Electoral Cycles in Macroeconomic Forecasts," Working Paper Series 415, Sveriges Riksbank (Central Bank of Sweden).
    8. Andrea Albanesea & Bart Cockx & Muriel Dejemeppe, 2022. "Long-Term Effects of Hiring Subsidies for Unemployed Youths—Beware of Spillovers," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 22/1053, Ghent University, Faculty of Economics and Business Administration.
    9. Brantly Callaway & Pedro H. C. Sant'Anna, 2018. "Difference-in-Differences with Multiple Time Periods," Papers 1803.09015, arXiv.org, revised Dec 2020.
    10. 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.
    11. Hoang, Thoa & Noy, Ilan, 2023. "The income consequences of a managed retreat," Regional Science and Urban Economics, Elsevier, vol. 100(C).
    12. Kyunghoon Ban & D'esir'e K'edagni, 2022. "Robust Difference-in-differences Models," Papers 2211.06710, arXiv.org, revised Aug 2023.
    13. Aldunate, Felipe & Gonzalez, Felipe & Prem, Mounu, 2021. "Make the Economy Scream? U.S. Banks and Foreign Firms During the Cold War," SocArXiv bhwk7, Center for Open Science.
    14. Hiroshi Gunji & Kazuki Miura & Yuan Yuan, 2023. "The effect of the Bank of Japan's Exchange‐Traded Fund purchases on firm performance," Asian Economic Journal, East Asian Economic Association, vol. 37(3), pages 346-370, September.
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    144. Gill-Wiehl, Annelise & Brown, Timothy & Smith, Kirk, 2022. "The need to prioritize consumption: A difference-in-differences approach to analyze the total effect of India's below-the-poverty-line policies on LPG use," Energy Policy, Elsevier, vol. 164(C).
    145. Jane Friesen & Brian Krauth & Ricardo Meilman Cohn, 2022. "The effect of universal full-day Kindergarten on student achievement," Discussion Papers dp22-01, Department of Economics, Simon Fraser University.
    146. Butts, Kyle, 2023. "JUE Insight: Difference-in-differences with geocoded microdata," Journal of Urban Economics, Elsevier, vol. 133(C).
    147. Sandro Heiniger, 2024. "Data-driven model selection within the matrix completion method for causal panel data models," Papers 2402.01069, arXiv.org.

  14. Pedro H. C. Sant'Anna & Xiaojun Song, 2016. "Specification Tests for the Propensity Score," Papers 1611.06217, arXiv.org, revised Feb 2019.

    Cited by:

    1. Brantly Callaway & Pedro H. C. Sant'Anna, 2018. "Difference-in-Differences with Multiple Time Periods," Papers 1803.09015, arXiv.org, revised Dec 2020.
    2. Santiago Pereda Fernández, 2019. "Identification and estimation of triangular models with a binary treatment," Temi di discussione (Economic working papers) 1210, Bank of Italy, Economic Research and International Relations Area.
    3. Pedro H. C. Sant'Anna & Xiaojun Song & Qi Xu, 2022. "Covariate distribution balance via propensity scores," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 37(6), pages 1093-1120, September.
    4. Liu, Sheng & Wang, Yukai, 2023. "Green innovation effect of pilot zones for green finance reform: Evidence of quasi natural experiment," Technological Forecasting and Social Change, Elsevier, vol. 186(PA).
    5. Hu, Zhi-An & Li, Jinghong & Nie, Zhuo, 2023. "Long Live friendship? The long-term impact of Soviet aid on Sino-Russian trade," Journal of Development Economics, Elsevier, vol. 164(C).
    6. Hans Fricke & Markus Frölich & Martin Huber & Michael Lechner, 2020. "Endogeneity and non‐response bias in treatment evaluation – nonparametric identification of causal effects by instruments," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 35(5), pages 481-504, August.
    7. Pedro H. C. Sant'Anna & Xiaojun Song, 2020. "Specification tests for generalized propensity scores using double projections," Papers 2003.13803, arXiv.org, revised Apr 2023.
    8. Frazier, David T. & Oka, Tatsushi & Zhu, Dan, 2019. "Indirect inference with a non-smooth criterion function," Journal of Econometrics, Elsevier, vol. 212(2), pages 623-645.

Articles

  1. 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.
    See citations under working paper version above.
  2. Pedro H. C. Sant'Anna & Xiaojun Song & Qi Xu, 2022. "Covariate distribution balance via propensity scores," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 37(6), pages 1093-1120, September.
    See citations under working paper version above.
  3. 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.
    See citations under working paper version above.
  4. 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.
    See citations under working paper version above.
  5. Sant’Anna, Pedro H.C. & Zhao, Jun, 2020. "Doubly robust difference-in-differences estimators," Journal of Econometrics, Elsevier, vol. 219(1), pages 101-122.
    See citations under working paper version above.
  6. Sant’Anna, Pedro H.C. & Song, Xiaojun, 2019. "Specification tests for the propensity score," Journal of Econometrics, Elsevier, vol. 210(2), pages 379-404.
    See citations under working paper version above.
  7. Claudio D. Shikida, Ari Francisco de Araujo Jr., and Pedro H. C. Sant'Anna, 2011. "Why Some States Fail: The Role of Culture?," Cato Journal, Cato Journal, Cato Institute, vol. 31(1), pages 59-74, Winter.

    Cited by:

    1. Tamilina, Larysa & Tamilina, Natalya, 2014. "Institutional Grafting as a Three-Dimensional Phenomenon," MPRA Paper 63171, University Library of Munich, Germany.
    2. Pitlik, Hans & Rode, Martin, 2017. "Individualistic values, institutional trust, and interventionist attitudes," Journal of Institutional Economics, Cambridge University Press, vol. 13(3), pages 575-598, September.

Software components

  1. Fernando Rios-Avila & Pedro H.C. Sant'Anna & Brantly Callaway, 2021. "CSDID: Stata module for the estimation of Difference-in-Difference models with multiple time periods," Statistical Software Components S458976, Boston College Department of Economics, revised 25 Feb 2023.

    Cited by:

    1. Clément de Chaisemartin & Xavier d'Haultfoeuille & Félix Pasquier & Gonzalo Vazquez-Bare, 2022. "Difference-in-Differences Estimators for Treatments Continuously Distributed at Every Period," Working Papers hal-03873926, HAL.

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