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In empirical work it is common to estimate parameters of models and report associated standard errors that account for "clustering" of units, where clusters are defined by factors such as geography.
Asymptotic normality and consistency of the least squares estimators for families of linear regressions
F. Eicker · 1963
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The behavior of maximum likelihood estimates under nonstandard conditions
Peter J Huber · 1967
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A heteroskedasticity-consistent covariance matrix estimator and a direct test for heteroskedasticity
Halbert White · 1980
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A bootstrap method for finite population
Min-Te Chao and Shaw-Hwa Lo · 1985
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Longitudinal data analysis using generalized linear models
Kung-Yee Liang and Scott L Zeger · 1986
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Random group effects and the precision of regression estimates
Brent R Moulton · 1986
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Practitioners corner: Computing robust standard errors for within-groups estimators
Manuel Arellano · 1987
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Diagnostics for group effects in regression analysis
Brent R Moulton · 1987
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On the application of probability theory to agricultural experiments. Essay on principles. Section 9
Jerzey Neyman · 1990
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Survey Sampling
Leslie Kish · 1995
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How much should we trust differences-in-differences estimates?
Marianne Bertrand, Esther Duflo, and Sendhil Mullainathan · 2004
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Preschool television viewing and adolescent test scores: Historical evidence from the coleman study
Matthew Gentzkow and Jesse M. Shapiro · 2008
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Free distribution or cost-sharing? evidence from a randomized malaria prevention experiment
Causal Inference in Statistics, Social, and Biomedical Sciences
Guido W Imbens and Donald B Rubin · 2015
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Asymptotic properties of M-estimators with finite populations under cluster sampling and cluster assignment
Ruonan Xu · 2019
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Sampling-based versus design-based uncertainty in regression analysis
Alberto Abadie, Susan Athey, Guido W Imbens, and Jeffrey M Wooldridge · 2020
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A causal bootstrap
Guido Imbens and Konrad Menzel · 2021
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Cluster-robust inference: A guide to empirical practice
James G MacKinnon, Morten Ørregaard Nielsen, and Matthew Webb · 2021
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Bootstrap with cluster-dependence in two or more dimensions
Konrad Menzel · 2021
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Jessica Cohen and Pascaline Dupas · 2010
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Sampling
Steven K Thompson · 2012
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A practitioner’s guide to cluster-robust inference
A Colin Cameron and Douglas L Miller · 2015
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Examiner and judge designs in economics: A practitioner’s guide
Eric Chyn, Brigham Frandsen, and Emily Leslie · 2022
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