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Robust Standard Errors in Small Samples: Some Practical Advice

Robust Standard Errors in Small Samples: Some Practical Advice

We study the properties of heteroskedasticity-robust confidence intervals for regression parameters. We show that confidence intervals based on a degrees-of-freedom correction suggested by Bell and McCaffrey (2002) are a natural extension of a principled approach to the Behrens-Fisher problem. We suggest a further improvement for the case with clustering. We …