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Robust Standard Errors in Small Samples: Some Practical Advice

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  1. MacKinnon, James G. & Webb, Matthew D., 2020. "Randomization inference for difference-in-differences with few treated clusters," Journal of Econometrics, Elsevier, vol. 218(2), pages 435-450.
  2. Nicolas Moreau, 2018. "A SAS macro for estimation and inference in differences-in-differences applications with within cluster correlation and cluster-corrections for a few clusters," Working Papers hal-01691476, HAL.
  3. Renatas Kizys & Wael Rouatbi & Zaghum Umar & Adam Zaremba, 2024. "Air temperature and sovereign bond returns," Financial Markets, Institutions & Instruments, John Wiley & Sons, vol. 33(2), pages 179-209, May.
  4. Timothy Conley & Silvia Gonçalves & Christian Hansen, 2018. "Inference with Dependent Data in Accounting and Finance Applications," Journal of Accounting Research, Wiley Blackwell, vol. 56(4), pages 1139-1203, September.
  5. MacKinnon, James G., 2020. "Wild cluster bootstrap confidence intervals," L'Actualité Economique, Société Canadienne de Science Economique, vol. 96(4), pages 721-743, Décembre.
  6. Weidner, Martin & Zylkin, Thomas, 2021. "Bias and consistency in three-way gravity models," Journal of International Economics, Elsevier, vol. 132(C).
  7. MacKinnon, James G., 2023. "Fast cluster bootstrap methods for linear regression models," Econometrics and Statistics, Elsevier, vol. 26(C), pages 52-71.
  8. Alessie, Rob J.M. & Angelini, Viola & van den Berg, Gerard J. & Mierau, Jochen O. & Viluma, Laura, 2019. "Economic conditions at birth and cardiovascular disease risk in adulthood: Evidence from post-1950 cohorts," Social Science & Medicine, Elsevier, vol. 224(C), pages 77-84.
  9. Peter Z. Schochet, "undated". "Statistical Theory for the RCT-YES Software: Design-Based Causal Inference for RCTs," Mathematica Policy Research Reports a0c005c003c242308a92c02dc, Mathematica Policy Research.
  10. Congdon Fors, Heather & Houngbedji, Kenneth & Lindskog, Annika, 2019. "Land certification and schooling in rural Ethiopia," World Development, Elsevier, vol. 115(C), pages 190-208.
  11. Jere R. Francis & Wei Wang, 2021. "Common Auditors and Private Bank Loans," Contemporary Accounting Research, John Wiley & Sons, vol. 38(1), pages 793-832, March.
  12. James G. MacKinnon & Morten Ørregaard Nielsen & Matthew D. Webb, 2023. "Leverage, influence, and the jackknife in clustered regression models: Reliable inference using summclust," Stata Journal, StataCorp LP, vol. 23(4), pages 942-982, December.
  13. Bruno Ferman & Cristine Pinto, 2019. "Inference in Differences-in-Differences with Few Treated Groups and Heteroskedasticity," The Review of Economics and Statistics, MIT Press, vol. 101(3), pages 452-467, July.
  14. James G. MacKinnon & Matthew D. Webb & Morten Ø. Nielsen, 2017. "Bootstrap And Asymptotic Inference With Multiway Clustering," Working Paper 1386, Economics Department, Queen's University.
  15. Joshua B. Miller & Adam Sanjurjo, 2018. "Surprised by the Hot Hand Fallacy? A Truth in the Law of Small Numbers," Econometrica, Econometric Society, vol. 86(6), pages 2019-2047, November.
  16. Tom Boot & Gianmaria Niccodemi & Tom Wansbeek, 2023. "Unbiased estimation of the OLS covariance matrix when the errors are clustered," Empirical Economics, Springer, vol. 64(6), pages 2511-2533, June.
  17. James G. MacKinnon & Morten Ørregaard Nielsen & Matthew D. Webb, 2023. "Fast and reliable jackknife and bootstrap methods for cluster‐robust inference," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 38(5), pages 671-694, August.
  18. Tyndall, Justin, 2021. "The local labour market effects of light rail transit," Journal of Urban Economics, Elsevier, vol. 124(C).
  19. Wang, Wenjie & Zhang, Yichong, 2024. "Wild bootstrap inference for instrumental variables regressions with weak and few clusters," Journal of Econometrics, Elsevier, vol. 241(1).
  20. Falck, Oliver & Heimisch-Roecker, Alexandra & Wiederhold, Simon, 2021. "Returns to ICT skills," Research Policy, Elsevier, vol. 50(7).
  21. James G. MacKinnon & Morten Ørregaard Nielsen & Matthew D. Webb, 2021. "Wild Bootstrap and Asymptotic Inference With Multiway Clustering," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 39(2), pages 505-519, March.
  22. Frank Nagle, 2019. "Open Source Software and Firm Productivity," Management Science, INFORMS, vol. 65(3), pages 1191-1215, March.
  23. MacKinnon, James G. & Nielsen, Morten Ørregaard & Webb, Matthew D., 2023. "Cluster-robust inference: A guide to empirical practice," Journal of Econometrics, Elsevier, vol. 232(2), pages 272-299.
  24. Stefanie J. Huber & Tobias Schmidt, 2016. "Cross-Country Differences in Homeownership: A Cultural Phenomenon?," ERES eres2016_47, European Real Estate Society (ERES).
  25. A. Colin Cameron & Douglas L. Miller, 2015. "A Practitioner’s Guide to Cluster-Robust Inference," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 317-372.
  26. Oshiro, Jun & Sato, Yasuhiro, 2021. "Industrial structure in urban accounting," Regional Science and Urban Economics, Elsevier, vol. 91(C).
  27. Gonzalez-Feliu, Jesus & Sánchez-Díaz, Iván, 2019. "The influence of aggregation level and category construction on estimation quality for freight trip generation models," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 121(C), pages 134-148.
  28. Federico A. Bugni & Ivan A. Canay & Azeem M. Shaikh, 2018. "Inference Under Covariate-Adaptive Randomization," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 113(524), pages 1784-1796, October.
  29. Martínez Flores, Fernanda & Milusheva, Sveta & Reichert, Arndt R. & Reitmann, Ann-Kristin, 2024. "Climate anomalies and international migration: A disaggregated analysis for West Africa," Journal of Environmental Economics and Management, Elsevier, vol. 126(C).
  30. James G. MacKinnon & Matthew D. Webb, 2017. "Wild Bootstrap Inference for Wildly Different Cluster Sizes," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(2), pages 233-254, March.
  31. Nicola Limodio, 2016. "Media, Demonstrations, and Public Good Delivery: Evidence from World Bank Projects during Natural Disasters," STICERD - Economic Organisation and Public Policy Discussion Papers Series 62, Suntory and Toyota International Centres for Economics and Related Disciplines, LSE.
  32. Nicolas Lagios & Pierre‐Guillaume Méon, 2024. "Experts, Information, Reviews, and Coordination: Evidence on How Prizes Affect Sales," Journal of Industrial Economics, Wiley Blackwell, vol. 72(1), pages 49-80, March.
  33. Pfaff, Tobias & Hirata, Johannes, 2013. "Testing the Easterlin hypothesis with panel data: The dynamic relationship between life satisfaction and economic growth in Germany and in the UK," VfS Annual Conference 2013 (Duesseldorf): Competition Policy and Regulation in a Global Economic Order 79965, Verein für Socialpolitik / German Economic Association.
  34. Gita Gopinath & Emine Boz & Camila Casas & Federico J. Díez & Pierre-Olivier Gourinchas & Mikkel Plagborg-Møller, 2020. "Dominant Currency Paradigm," American Economic Review, American Economic Association, vol. 110(3), pages 677-719, March.
  35. Franco Riottini Depetris, 2024. "Do Ambassadors Matter? The effect of ambassadors on trade promotion," Young Researchers Working Papers 15, Universidad de San Andres, Departamento de Economia, revised Aug 2024.
  36. Chirok Han & Hyoungjong Kim, 2023. "Heteroskedasticity‐Robust Standard Errors for Dynamic Panel Data Models with Fixed Effects," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 85(5), pages 1135-1155, October.
  37. Bianca Polenzani & Chiara Riganelli & Andrea Marchini, 2020. "Sustainability Perception of Local Extra Virgin Olive Oil and Consumers’ Attitude: A New Italian Perspective," Sustainability, MDPI, vol. 12(3), pages 1-18, January.
  38. Lewis, Brittany Almquist, 2023. "Creditor rights, collateral reuse, and credit supply," Journal of Financial Economics, Elsevier, vol. 149(3), pages 451-472.
  39. Deaton, Angus & Cartwright, Nancy, 2018. "Understanding and misunderstanding randomized controlled trials," Social Science & Medicine, Elsevier, vol. 210(C), pages 2-21.
  40. Emine Boz & Gita Gopinath & Mikkel Plagborg-Møller, 2017. "Global Trade and the Dollar," NBER Working Papers 23988, National Bureau of Economic Research, Inc.
  41. R. Aaron Hrozencik & Jordan F. Suter & Paul J. Ferraro & Nathan Hendricks, 2024. "Social comparisons and groundwater use: Evidence from Colorado and Kansas," American Journal of Agricultural Economics, John Wiley & Sons, vol. 106(2), pages 946-966, March.
  42. Pötscher, Benedikt M. & Preinerstorfer, David, 2021. "Valid Heteroskedasticity Robust Testing," MPRA Paper 117855, University Library of Munich, Germany, revised Jul 2023.
  43. MacKinnon, James G. & Nielsen, Morten Ørregaard & Webb, Matthew D., 2023. "Testing for the appropriate level of clustering in linear regression models," Journal of Econometrics, Elsevier, vol. 235(2), pages 2027-2056.
  44. Bergstrom,Katy Ann & Dodds,William & Robles Rios,Juan Carlos, 2022. "Welfare Analysis of Changing Notches: Evidence from Bolsa Família," Policy Research Working Paper Series 10117, The World Bank.
  45. Jungbin Hwang, 2017. "Simple and Trustworthy Cluster-Robust GMM Inference," Working papers 2017-19, University of Connecticut, Department of Economics, revised Aug 2020.
  46. Slawa Rokicki & Jessica Cohen & Gunther Fink & Joshua Salomon & Mary Beth Landrum, 2018. "Inference with difference-in-differences with a small number of groups: a review, simulation study and empirical application using SHARE data," CHaRMS Working Papers 18-01, Centre for HeAlth Research at the Management School (CHaRMS).
  47. Wenjie Wang & Yichong Zhang, 2024. "Gradient Wild Bootstrap for Instrumental Variable Quantile Regressions with Weak and Few Clusters," Papers 2408.10686, arXiv.org.
  48. von Hippel, Paul T. & Bellows, Laura & Osborne, Cynthia & Lincove, Jane Arnold & Mills, Nick, 2016. "Teacher quality differences between teacher preparation programs: How big? How reliable? Which programs are different?," Economics of Education Review, Elsevier, vol. 53(C), pages 31-45.
  49. Brewer Mike & Crossley Thomas F. & Joyce Robert, 2018. "Inference with Difference-in-Differences Revisited," Journal of Econometric Methods, De Gruyter, vol. 7(1), pages 1-16, January.
  50. James G. MacKinnon, 2019. "How cluster-robust inference is changing applied econometrics," Canadian Journal of Economics, Canadian Economics Association, vol. 52(3), pages 851-881, August.
  51. Pfaffermayr, Michael, 2021. "Confidence intervals for the trade cost parameters of cross-section gravity models," Economics Letters, Elsevier, vol. 201(C).
  52. Jeffrey D. Michler & Anna Josephson, 2022. "Recent developments in inference: practicalities for applied economics," Chapters, in: A Modern Guide to Food Economics, chapter 11, pages 235-268, Edward Elgar Publishing.
  53. Marianna BATTAGLIA & Bastien CHABÉ-FERRET & Lara LEBEDINSKI, 2021. "Segregation, fertility, and son preference: the case of the Roma in Serbia," JODE - Journal of Demographic Economics, Cambridge University Press, vol. 87(2), pages 233-260, June.
  54. Hwang, Jungbin, 2021. "Simple and trustworthy cluster-robust GMM inference," Journal of Econometrics, Elsevier, vol. 222(2), pages 993-1023.
  55. Samuel Bazzi & Matthew Gudgeon, 2021. "The Political Boundaries of Ethnic Divisions," American Economic Journal: Applied Economics, American Economic Association, vol. 13(1), pages 235-266, January.
  56. Gabriel Chodorow-Reich & Gita Gopinath & Prachi Mishra & Abhinav Narayanan, 2020. "Cash and the Economy: Evidence from India’s Demonetization," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(1), pages 57-103.
  57. Joshua B. Miller & Adam Sanjurjo, 2019. "Surprised by the Hot Hand Fallacy? A Truth in the Law of Small Numbers," Papers 1902.01265, arXiv.org.
  58. Wenjie Wang & Yichong Zhang, 2021. "Wild Bootstrap for Instrumental Variables Regressions with Weak and Few Clusters," Papers 2108.13707, arXiv.org, revised Jan 2024.
  59. Tobias Pfaff & Johannes Hirata, 2013. "Testing the Easterlin Hypothesis with Panel Data: The Dynamic Relationship between Life Satisfaction and Economic Growth in Germany and the UK," SOEPpapers on Multidisciplinary Panel Data Research 554, DIW Berlin, The German Socio-Economic Panel (SOEP).
  60. Zaremba, Adam & Kizys, Renatas & Aharon, David Y., 2021. "Volatility in International Sovereign Bond Markets: The role of government policy responses to the COVID-19 pandemic," Finance Research Letters, Elsevier, vol. 43(C).
  61. Alessie, Rob & Angelini, Viola & van den Berg, Gerard J. & Mierau, Jochen O. & Viluma, Laura, 2017. "Economic Conditions at Birth and Cardiovascular Disease Risk in Adulthood: Evidence from New Cohorts," IZA Discussion Papers 10810, Institute of Labor Economics (IZA).
  62. Nicolas Moreau & Alexis Parmentier & Mylène Lebon-Eyquem, 2024. "Is training helpful in boosting the self-confidence and professional integration of young people not in employment, education, or training? Results from a randomized," TEPP Working Paper 2024-01, TEPP.
  63. Heisig, Jan Paul & Schaeffer, Merlin & Giesecke, Johannes, 2017. "The Costs of Simplicity: Why Multilevel Models May Benefit from Accounting for Cross-Cluster Differences in the Effects of Controls," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 82(4), pages 796-827.
  64. James G. MacKinnon & Matthew D. Webb, 2020. "When and How to Deal with Clustered Errors in Regression Models," Working Paper 1421, Economics Department, Queen's University.
  65. Bussolo Maurizio & Capelle Damien & Lokshin Michael M. & Torre Iván & Winkler Hernan, 2023. "Explaining the Evolution of Job Tenure in Europe, 1995–2020," IZA Journal of Labor Policy, Sciendo & Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 13(1), pages 1-32, January.
  66. Alessio Terzi & Pasqual Marco Marrazzo, 2017. "Wide-reaching Structural Reforms and Growth: A Cross-country Synthetic Control Approach," CID Working Papers 82a, Center for International Development at Harvard University.
  67. Morrison, Geoffrey M. & Lin Lawell, C.-Y. Cynthia, 2016. "Does employment growth increase travel time to work?: An empirical analysis using military troop movements," Regional Science and Urban Economics, Elsevier, vol. 60(C), pages 180-197.
  68. Michael Pfaffermayr, 2023. "Cross‐sectional Gravity Models, PPML Estimation, and the Bias Correction of the Two‐Way Cluster‐Robust Standard Errors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 85(5), pages 1111-1134, October.
  69. Roberto Ezcurra, 2024. "Kin networks and quality of government: a regional analysis," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 73(4), pages 2117-2142, December.
  70. Tom Boot & Gianmaria Niccodemi & Tom Wansbeek, 2022. "Unbiased estimation of the OLS covariance matrix when the errors are clustered," Papers 2206.09644, arXiv.org.
  71. Nicolas Lagios & Pierre‐Guillaume Méon, 2024. "Experts, Information, Reviews, and Coordination: Evidence on How Prizes Affect Sales," Journal of Industrial Economics, Wiley Blackwell, vol. 72(1), pages 49-80, March.
  72. Anna M. Wilke & Donald P. Green & Jasper Cooper, 2020. "A placebo design to detect spillovers from an education–entertainment experiment in Uganda," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 183(3), pages 1075-1096, June.
  73. Pfaff, Tobias & Hirata, Johannes, 2013. "Testing the Easterlin hypothesis with panel data: The dynamic relationship between life satisfaction and economic growth in Germany and in the UK," CIW Discussion Papers 4/2013, University of Münster, Center for Interdisciplinary Economics (CIW).
  74. Esteban Méndez-Chacón & Diana Van Patten, 2021. "Multinationals, Monopsony, and Local Development: Evidence from the United Fruit Company," Opportunity and Inclusive Growth Institute Working Papers 46, Federal Reserve Bank of Minneapolis.
  75. Yong Cai, 2021. "A Modified Randomization Test for the Level of Clustering," Papers 2105.01008, arXiv.org, revised Jan 2022.
  76. Andrew C. Johnston & Alexandre Mas, 2018. "Potential Unemployment Insurance Duration and Labor Supply: The Individual and Market-Level Response to a Benefit Cut," Journal of Political Economy, University of Chicago Press, vol. 126(6), pages 2480-2522.
  77. Su, Zhongfeng & Li, Jiatao & Wei, Shihao & Wu, Zhan, 2024. "Effect of inward foreign direct investment on entrepreneurship productivity in emerging markets," Journal of International Management, Elsevier, vol. 30(1).
  78. Chao Wang & Yue‐Jun Zhang, 2020. "Does environmental regulation policy help improve green production performance? Evidence from China's industry," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 27(2), pages 937-951, March.
  79. Renard Sexton, 2020. "Unpacking the Local Resource Curse: How Externalities and Governance Shape Social Conflict," Journal of Conflict Resolution, Peace Science Society (International), vol. 64(4), pages 640-673, April.
  80. Hansen, Bruce E. & Lee, Seojeong, 2019. "Asymptotic theory for clustered samples," Journal of Econometrics, Elsevier, vol. 210(2), pages 268-290.
  81. Pötscher, Benedikt M. & Preinerstorfer, David, 2023. "How Reliable Are Bootstrap-Based Heteroskedasticity Robust Tests?," Econometric Theory, Cambridge University Press, vol. 39(4), pages 789-847, August.
  82. Gazmararian, Alexander F., 2024. "Valuing the Future: Changing Time Horizons and Policy Preferences," OSF Preprints 2m9fy, Center for Open Science.
  83. Riottini Depetris Franco, 2024. "Do Ambassadors Matter? The effect of ambassadors on trade promotion," Asociación Argentina de Economía Política: Working Papers 4757, Asociación Argentina de Economía Política.
  84. James G. MacKinnon & Morten {O}rregaard Nielsen & Matthew D. Webb, 2024. "Jackknife inference with two-way clustering," Papers 2406.08880, arXiv.org.
  85. Matthew D. Webb, 2023. "Reworking wild bootstrap‐based inference for clustered errors," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 56(3), pages 839-858, August.
  86. Keith Finlay & Leandro M. Magnusson, 2019. "Two applications of wild bootstrap methods to improve inference in cluster‐IV models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 34(6), pages 911-933, September.
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  89. repec:fgv:eesptd:411 is not listed on IDEAS
  90. Raff, Konrad & Siming, Linus, 2019. "Knighthoods, damehoods, and CEO behaviour," Journal of Corporate Finance, Elsevier, vol. 59(C), pages 302-319.
  91. James G. MacKinnon & Matthew D. Webb, 2017. "Pitfalls When Estimating Treatment Effects Using Clustered Data," Working Paper 1387, Economics Department, Queen's University.
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  93. Fetter, Daniel K., 2016. "The Home Front: Rent Control and the Rapid Wartime Increase in Home Ownership," The Journal of Economic History, Cambridge University Press, vol. 76(4), pages 1001-1043, December.
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  105. Antoine A. Djogbenou & James G. MacKinnon & Morten Ø. Nielsen, 2017. "Validity Of Wild Bootstrap Inference With Clustered Errors," Working Paper 1383, Economics Department, Queen's University.
  106. Ulrich K. Mueller, 2020. "A More Robust t-Test," Papers 2007.07065, arXiv.org.
  107. Tripathy, Jagdish, 2020. "Cross-border effects of regulatory spillovers: Evidence from Mexico," Journal of International Economics, Elsevier, vol. 126(C).
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