Determining the significance of correlations corrected for unreliability and range restriction

被引:72
作者
Raju, NS [1 ]
Brand, PA [1 ]
机构
[1] IIT, Inst Psychol, Chicago, IL 60616 USA
关键词
corrected correlations; range restriction; reliability; standard errors;
D O I
10.1177/0146621602239476
中图分类号
O1 [数学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 0701 ; 070101 ;
摘要
A new asymptotic formula for estimating the sampling variance of a correlation coefficient corrected for unreliability and range restriction was proposed. A Monte Carlo assessment of the new sampling variance formula has resulted in the following conclusions. First, the formula-based (analytical) sampling variances were very close to the empirically derived sampling variances based on 5,000 replications. Second, the sampling variance formula was quite robust against committing Type I errors. Third, the statistical power was low to moderate in distinguishing between two unattenuated and unrestricted population correlations. Fourth, the new formula produced smaller sampling variances; was closer to nominal alpha levels; and was more powerful when sample size increased, when the population correlation coefficient increased, when range restriction was less severe, and when both the criterion and predictor reliabilities increased.
引用
收藏
页码:52 / 71
页数:20
相关论文
共 25 条
[1]   STANDARD ERRORS OF CORRELATIONS ADJUSTED FOR INCIDENTAL SELECTION [J].
ALLEN, NL ;
DUNBAR, SB .
APPLIED PSYCHOLOGICAL MEASUREMENT, 1990, 14 (01) :83-94
[2]  
[Anonymous], 1980, APPL PSYCH MEAS, DOI DOI 10.1177/014662168000400309
[3]  
[Anonymous], 1986, NUMERICAL RECIPES C
[5]  
BRANDT D, 1984, M AM PSYCH ASS TOR
[6]  
Cohen J., 1998, Statistical Power Analysis for the Behavioral Sciences, V2nd
[8]   AN INVESTIGATION OF EMPIRICAL SAMPLING DISTRIBUTIONS OF CORRELATION COEFFICIENTS CORRECTED FOR ATTENUATION [J].
FORSYTH, RA ;
FELDT, LS .
EDUCATIONAL AND PSYCHOLOGICAL MEASUREMENT, 1969, 29 (01) :61-&
[9]   INTERVAL ESTIMATION OF CORRELATION-COEFFICIENTS CORRECTED FOR RESTRICTION OF RANGE [J].
GULLICKSON, A ;
HOPKINS, K .
EDUCATIONAL AND PSYCHOLOGICAL MEASUREMENT, 1976, 36 (01) :9-25
[10]  
Gulliksen H., 1950, THEORY MENTAL TESTS