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Small-Sample Methods for Cluster-Robust Variance Estimation and Hypothesis Testing in Fixed Effects Models

Citations

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Cited by:

  1. Eli Ben‐Michael & Avi Feller & Jesse Rothstein, 2022. "Synthetic controls with staggered adoption," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 84(2), pages 351-381, April.
  2. MacKinnon, James G., 2023. "Fast cluster bootstrap methods for linear regression models," Econometrics and Statistics, Elsevier, vol. 26(C), pages 52-71.
  3. Niklas M. Witzig, 2024. "Cognitive Noise and Altruistic Preferences," Working Papers 2415, Gutenberg School of Management and Economics, Johannes Gutenberg-Universität Mainz.
  4. MacKinnon, James G. & Orregaard Nielsen, Morten & Webb, Matthew D., 2017. "Bootstrap and Asymptotic Inference with Multiway Clustering," Queen's Economics Department Working Papers 274712, Queen's University - Department of Economics.
  5. Harris, Douglas N. & Liu, Lihan & Barrett, Nathan & Li, Ruoxi, 2023. "Is the rise in high school graduation rates real? High-stakes school accountability and strategic behavior," Labour Economics, Elsevier, vol. 82(C).
  6. Alex Farach & Alexia Cambon & Lev Tankelevitch & Connie Hsueh & Rebecca Janssen, 2026. "Scaffolding Human-AI Collaboration: A Field Experiment on Behavioral Protocols and Cognitive Reframing," Papers 2604.08678, arXiv.org, revised Apr 2026.
  7. E. Glenn Dutcher & Timothy C. Salmon & Krista J. Saral, 2024. "Is “real” effort more real?," Experimental Economics, Springer;Economic Science Association, vol. 27(5), pages 1001-1032, November.
  8. Thomas S. Dee & Emily K. Penner, 2021. "My Brother's Keeper? The Impact of Targeted Educational Supports," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 40(4), pages 1171-1196, September.
  9. 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.
  10. Bruce E. Hansen, 2025. "Standard Errors for Difference‐in‐Difference Regression," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 40(3), pages 291-309, April.
  11. 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.
  12. 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.
  13. Brañas-Garza, Pablo & Kovářík, Jaromír & Rascón Ramírez, Ericka G., 2025. "Diffusion of mobile banking among rural women: Incentivizing local leaders vs. a marketing campaign," Journal of Behavioral and Experimental Finance, Elsevier, vol. 47(C).
  14. D'hert, Liam & Baert, Stijn & Lippens, Louis, 2024. "Unemployment, Inactivity, and Hiring Chances: A Systematic Review and Meta-Analysis," IZA Discussion Papers 17141, IZA Network @ LISER.
  15. Lukas Delgado-Prieto, 2024. "Immigration, wages, and employment under informal labor markets," Journal of Population Economics, Springer;European Society for Population Economics, vol. 37(2), pages 1-34, June.
  16. Weiss, Amanda, 2024. "How Much Should We Trust Modern Difference-in-Differences Estimates?," OSF Preprints bqmws, Center for Open Science.
  17. repec:osf:metaar:x6uhk_v1 is not listed on IDEAS
  18. 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 LLC, vol. 23(4), pages 942-982, December.
  19. Weilun Wu & Jianhua Duan & W. Robert Reed & Elizabeth Tipton, 2025. "What Can We Learn From 1000 Meta-Analyses Across 10 Different Disciplines?," Working Papers in Economics 25/07, University of Canterbury, Department of Economics and Finance.
  20. Adam C. Sales & Ben B. Hansen, 2020. "Limitless Regression Discontinuity," Journal of Educational and Behavioral Statistics, , vol. 45(2), pages 143-174, April.
  21. Welz, Thilo & Viechtbauer, Wolfgang & Pauly, Markus, 2023. "Cluster-robust estimators for multivariate mixed-effects meta-regression," Computational Statistics & Data Analysis, Elsevier, vol. 179(C).
  22. Leticia Abad & Noel Maurer, 2025. "The long shadow of history? the impact of colonial labor institutions on economic development in Peru," Journal of Economic Growth, Springer, vol. 30(4), pages 521-565, December.
  23. John O'Trakoun, 2018. "The impact of trade on growth in the Great Lakes states," Economics Bulletin, AccessEcon, vol. 38(4), pages 1845-1856.
  24. Ryan Allen & Prithwiraj (Raj) Choudhury, 2022. "Algorithm-Augmented Work and Domain Experience: The Countervailing Forces of Ability and Aversion," Organization Science, INFORMS, vol. 33(1), pages 149-169, January.
  25. Haode Wang & Donna L. Rowen & Yuen Chen & Clara Mukuria & Deborah Street & Richard Norman, 2026. "Valuing health and wellbeing using discrete choice experiment: exploring feasibility, design effect and international preference similarity," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 27(2), pages 339-353, March.
  26. 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.
  27. Lambotte, Mathieu & Mathy, Sandrine & Risch, Anna & Treibich, Carole, 2023. "Disentangling peer effects in transportation mode choice: The example of active commuting," Journal of Environmental Economics and Management, Elsevier, vol. 121(C).
  28. Lluc Puig-Codina & Jaime Pinilla & Jaume Puig-Junoy, 2021. "The impact of taxing sugar-sweetened beverages on cola purchasing in Catalonia: an approach to causal inference with time series cross-sectional data," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 22(1), pages 155-168, February.
  29. Weilun Wu & W. Robert Reed, 2025. "Meta-Analyses in Management and Marketing: An Assessment," Working Papers in Economics 25/16, University of Canterbury, Department of Economics and Finance.
  30. David Blazar & Blake Heller & Thomas J. Kane & Morgan Polikoff & Douglas O. Staiger & Scott Carrell & Dan Goldhaber & Douglas N. Harris & Rachel Hitch & Kristian L. Holden & Michal Kurlaender, 2020. "Curriculum Reform in The Common Core Era: Evaluating Elementary Math Textbooks Across Six U.S. States," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 39(4), pages 966-1019, September.
  31. Djogbenou, Antoine A. & MacKinnon, James G. & Nielsen, Morten Ørregaard, 2019. "Asymptotic theory and wild bootstrap inference with clustered errors," Journal of Econometrics, Elsevier, vol. 212(2), pages 393-412.
  32. 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.
  33. Francis L. Huang, 2022. "Analyzing Cross-Sectionally Clustered Data Using Generalized Estimating Equations," Journal of Educational and Behavioral Statistics, , vol. 47(1), pages 101-125, February.
  34. Karoline Strauss & Julija N. Mell & Frederik Anseel & Annemijn Loermans & David Sluss, 2026. "Complementarity in Future Selves: How Networks of Future-Oriented Cognitive Representations Influence Individuals’ Ability to Proactively and Adaptively Manage Their Career," Organization Science, INFORMS, vol. 37(1), pages 90-112, January.
  35. Harold Doran, 2023. "A Collection of Numerical Recipes Useful for Building Scalable Psychometric Applications," Journal of Educational and Behavioral Statistics, , vol. 48(1), pages 37-69, February.
  36. Tyler E. Smith & Aaron M. Thompson & Brandy R. Maynard, 2022. "Self‐management interventions for reducing challenging behaviors among school‐age students: A systematic review," Campbell Systematic Reviews, John Wiley & Sons, vol. 18(1), March.
  37. repec:osf:osfxxx:bqmws_v1 is not listed on IDEAS
  38. repec:osf:metaar:3qp2w_v2 is not listed on IDEAS
  39. Ito, Seiro & Shonchoy, Abu S., 2026. "Seasonality, academic calendar and school dropouts in South Asia," Journal of Development Economics, Elsevier, vol. 179(C).
  40. Leon, Anja Köbrich & Schobin, Janosch, 2026. "Boosting peer influence for the climate? – Intervening friendship networks with serious games to promote food knowledge and reduce meat consumption," Ecological Economics, Elsevier, vol. 240(C).
  41. Ivan Korolev, 2026. "Estimating Semiparametric and Nonparametric Fixed Effects Panel Data Models with mgcv," Papers 2606.12739, arXiv.org.
  42. Tarun M. Khanna & Diana Danilenko & Mark Andor & Max Callaghan & Julian H. Elliott & Tim Repke & Luke A. Smith & Jorge Sanchez & T. V. Bhumika & Jan C. Minx, 2024. "PROTOCOL: Behavioral, information and monetary interventions to reduce energy consumption in households: A “living” systematic review," Campbell Systematic Reviews, John Wiley & Sons, vol. 20(3), September.
  43. repec:osf:metaar:3qp2w_v1 is not listed on IDEAS
  44. repec:osf:socarx:acr4v_v1 is not listed on IDEAS
  45. MacKinnon, James G. & Webb, Matthew D., 2017. "Pitfalls when Estimating Treatment Effects Using Clustered Data," Queen's Economics Department Working Papers 274713, Queen's University - Department of Economics.
  46. Niklas M. Witzig, 2024. "Cognitive Noise and Altruistic Preferences," Papers 2410.07647, arXiv.org, revised Jan 2025.
  47. Mamine, Fateh & Fares, M'hand & Minviel, Jean Joseph, 2020. "Contract Design for Adoption of Agrienvironmental Practices: A Meta-analysis of Discrete Choice Experiments," Ecological Economics, Elsevier, vol. 176(C).
  48. Yu Zheng & Honggang Fan, 2025. "Fast Cluster Bootstrap Methods for Spatial Error Models," Mathematics, MDPI, vol. 13(18), pages 1-16, September.
  49. Baule, Rainer & Münchhalfen, Patrick & Shkel, David & Tallau, Christian, 2023. "Fair-washing in the market for structured retail products? Voluntary self-regulation versus government regulation," Journal of Banking & Finance, Elsevier, vol. 148(C).
  50. Salvatore Nunnari & Massimiliano Pozzi, 2022. "Meta-Analysis of Inequality Aversion Estimates," CESifo Working Paper Series 9851, CESifo.
  51. Tarun M. Khanna & Diana Danilenko & Qianyi Wang & Luke A. Smith & Bhumika T. V. & Aditya Narayan Rai & Jorge Sánchez Canales & Tim Repke & Max Callaghan & Mark Andor & Julian H. Elliott & Jan C. Minx, 2025. "Behavioral, Information, and Monetary Interventions to Reduce Energy Consumption in Households: A Living Systematic Review and Network Meta‐Analysis," Campbell Systematic Reviews, John Wiley & Sons, vol. 21(4), December.
  52. Minnich, Aljoscha & Rau, Holger A. & Schlüter, Jan, 2020. "The effects of financial and non-financial incentives on the demand for a sustainable DRT system," University of Göttingen Working Papers in Economics 394, University of Goettingen, Department of Economics.
  53. Young, Alwyn, 2025. "Consistency of the OLS bootstrap for independently but not-identically distributed data: a permutation perspective," LSE Research Online Documents on Economics 130036, London School of Economics and Political Science, LSE Library.
  54. Latha Velayudhan & Katie McGoohan & Sagnik Bhattacharyya, 2021. "Safety and tolerability of natural and synthetic cannabinoids in adults aged over 50 years: A systematic review and meta-analysis," PLOS Medicine, Public Library of Science, vol. 18(3), pages 1-42, March.
  55. Allen, Ryan T. & Choudhury, Prithwiraj, 2021. "Algorithm-augmented work and domain experience: the countervailing forces of ability and aversion," LSE Research Online Documents on Economics 128784, London School of Economics and Political Science, LSE Library.
  56. Niklas Döbbeling-Hildebrandt & Klaas Miersch & Tarun M. Khanna & Marion Bachelet & Stephan B. Bruns & Max Callaghan & Ottmar Edenhofer & Christian Flachsland & Piers M. Forster & Matthias Kalkuhl & Ni, 2024. "Systematic review and meta-analysis of ex-post evaluations on the effectiveness of carbon pricing," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
  57. Yuki Takahashi, 2020. "Are Men Less Generous to a Smarter Woman? Evidence from a Dictator Game Experiment," Papers 2012.04591, arXiv.org, revised Apr 2025.
  58. Djogbenou, Antoine & MacKinnon, James G. & Orregaard Nielsen, Morten, 2017. "Validity of Wild Bootstrap Inference with Clustered Errors," Queen's Economics Department Working Papers 274709, Queen's University - Department of Economics.
  59. Áine Aventin & Martin Robinson & Jennifer Hanratty & Ciara Keenan & Jayne Hamilton & Eimear Ruane McAteer & Mark Tomlinson & Mike Clarke & Friday Okonofua & Chris Bonell & Maria Lohan, 2023. "Involving men and boys in family planning: A systematic review of the effective components and characteristics of complex interventions in low‐ and middle‐income countries," Campbell Systematic Reviews, John Wiley & Sons, vol. 19(1), March.
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