A MORE REALISTIC LOOK AT THE ROBUSTNESS AND TYPE-II ERROR PROPERTIES OF THE T-TEST TO DEPARTURES FROM POPULATION NORMALITY

被引:253
作者
SAWILOWSKY, SS
BLAIR, RC
机构
[1] WAYNE STATE UNIV,COLL EDUC,DETROIT,MI 48202
[2] UNIV S FLORIDA,COLL MED,DEPT PEDIAT,TAMPA,FL 33612
[3] UNIV S FLORIDA,COLL PUBL HLTH,DEPT EPIDEMIOL BIOSTAT,TAMPA,FL 33620
关键词
D O I
10.1037/0033-2909.111.2.352
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
The Type I and II error properties of the t test were evaluated by means of a Monte Carlo study that sampled 8 real distribution shapes identified by Micceri (1986, 1989) as being representative of types encountered in psychology and education research. Results showed the independent-samples t tests to be reasonably robust to Type I error when (a) sample sizes are equal, (b) sample sizes are fairly large, and (c) tests are two-tailed rather than one-tailed. Nonrobust results were obtained primarily under distributions with extreme skew. The t test was robust to Type II error under these nonnormal distributions, but researchers should not overlook robust nonparametric competitors that are often more powerful than the t test when its underlying assumptions are violated.
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页码:352 / 360
页数:9
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