Why Psychologists Should by Default Use Welch's t-test Instead of Student's t-test

被引:579
|
作者
Delacre, Marie [1 ]
Lakens, Daniel [2 ]
Leys, Christophe [1 ]
机构
[1] Univ Libre Bruxelles, SAD, Brussels, Belgium
[2] Eindhoven Univ Technol, Human Technol Interact Grp, Eindhoven, Netherlands
来源
关键词
Welch's t-test; Student's t-test; homogeneity of variance; Levene's test; Homoscedasticity; statistical power; type; 1; error; 2; STATISTICAL-METHODS; UNBALANCED DATA; VARIANCE; EQUALITY; ROBUST; HETEROGENEITY; ASSUMPTIONS; ANOVA; SIZE;
D O I
10.5334/irsp.82
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
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.
引用
收藏
页码:92 / 101
页数:10
相关论文
共 50 条
  • [1] Why Psychologists Should by Default Use Welch's t-test Instead of Student's t-test (vol 30, pg 92, 2017)
    Delacre, Marie
    Lakens, Daniel
    Leys, Christophe
    INTERNATIONAL REVIEW OF SOCIAL PSYCHOLOGY, 2022, 35 (01): : 1 - 3
  • [2] Sensitivity Analysis of Welch's t-Test
    Ahad, Nor Aishah
    Yahaya, Sharipah Soaad Syed
    PROCEEDINGS OF THE 21ST NATIONAL SYMPOSIUM ON MATHEMATICAL SCIENCES (SKSM21): GERMINATION OF MATHEMATICAL SCIENCES EDUCATION AND RESEARCH TOWARDS GLOBAL SUSTAINABILITY, 2014, 1605 : 888 - 893
  • [3] RANK TRANSFORMATIONS AND THE POWER OF THE STUDENT T-TEST AND WELCH T-TEST FOR NONNORMAL POPULATIONS WITH UNEQUAL VARIANCES
    ZIMMERMAN, DW
    ZUMBO, BD
    CANADIAN JOURNAL OF EXPERIMENTAL PSYCHOLOGY-REVUE CANADIENNE DE PSYCHOLOGIE EXPERIMENTALE, 1993, 47 (03): : 523 - 539
  • [4] T-test and paired t-test
    不详
    SWINE HEALTH AND PRODUCTION, 1999, 7 (03): : 139 - 139
  • [5] Multivariate Welch t-test on distances
    Alekseyenko, Alexander V.
    BIOINFORMATICS, 2016, 32 (23) : 3552 - 3558
  • [6] The unequal variance t-test is an underused alternative to Student's t-test and the Mann-Whitney U test
    Ruxton, GD
    BEHAVIORAL ECOLOGY, 2006, 17 (04) : 688 - 690
  • [7] USE OF THE T-TEST
    MICHELS, E
    PHYSICAL THERAPY, 1991, 71 (10): : 763 - 764
  • [8] Confidence intervals for the power of Student's t-test
    Tarasinska, J
    STATISTICS & PROBABILITY LETTERS, 2005, 73 (02) : 125 - 130
  • [9] Student's t-test for Gaussian scale mixtures
    Bakirov N.K.
    Székely G.J.
    Journal of Mathematical Sciences, 2006, 139 (3) : 6497 - 6505
  • [10] ON THE USE OF STUDENT T-TEST IN AN ASYMMETRICAL POPULATION
    GHURYE, SG
    BIOMETRIKA, 1949, 36 (3-4) : 426 - 430