Is the t test really conservative when the parent distribution is long-tailed?

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Abstract

It is generally believed that the t test is conservative for a sample from a long-tailed symmetric distribution. Yet the probability inequalities expressing this property have not been proved. The inequalities are explored here using various criteria for long-tailedness and leaning on the geometrical interpretation of the t test. It is proved that the t test is conservative but only for large enough critical values. Examples of a liberal t test for lower values are given. The results are used to explain some curiosities in the asymptotic distribution of the t statistic and to study its behavior when the parent distribution is skewed. © 1983 Taylor & Francis Group, LLC.
Original languageEnglish
Pages (from-to)645-654
Number of pages10
JournalJournal of the American Statistical Association
Volume78
Issue number383
DOIs
StatePublished - 1983

Keywords

  • Conservatism
  • Long-tailed distributions
  • Probability inequality
  • Scale mixture of normals
  • T test

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