Why Psychologists Should by Default Use Welch’s t-test Instead of Student’s t-test
Author(s) -
Marie Delacre,
Daniël Lakens,
Christophe Leys
Publication year - 2017
Publication title -
international review of social psychology
Language(s) - English
Resource type - Journals
ISSN - 2397-8570
DOI - 10.5334/irsp.82
Subject(s) - test (biology) , psychology , biology , paleontology
When comparing two independent groups, psychology researchers commonly use Student's t-Tests. Assumptions of normality and homogeneity of variance underlie this test. More often than not, when these conditions are not met, Student's t-Test can be severely biased and lead to invalid statistical inferences. Moreover, we argue that the assumption of equal variances will seldom hold in psychological research, and choosing between Student's t-Test and Welch's t-Test based on the outcomes of a test of the equality of variances often fails to provide an appropriate answer. We show that the Welch's t-Test provides a better control of Type 1 error rates when the assumption of homogeneity of variance is not met, and it loses little robustness compared to Student's t-Test when the assumptions are met. We argue that Welch's t-Test should be used as a default strategy.SCOPUS: ar.jinfo:eu-repo/semantics/publishe
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