Is the meta-analysis of correlation coefficients accurate when population correlations vary?

被引:219
作者
Field, AP [1 ]
机构
[1] Univ Sussex, Dept Psychol, Brighton BN1 9QH, E Sussex, England
关键词
meta-analysis; random-effects model; correlation coefficients;
D O I
10.1037/1082-989X.10.4.444
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
One conceptualization of meta-analysis is that studies within the meta-analysis are sampled from populations with mean effect sizes that vary (random-effects models). The consequences of not applying such models and the comparison of different methods have been hotly debated. A Monte Carlo study compared the efficacy of Hedges and Vevea's random-effects methods of meta-analysis with Hunter and Schmidt's, over a wide range of conditions, as the variability in population correlations increases. (a) The Hunter-Schmidt method produced estimates of the average correlation with the least error, although estimates from both methods were very accurate; (b) confidence intervals from Hunter and Schmidt's method were always slightly too narrow but became more accurate than those from Hedges and Vevea's method as the number of studies included in the meta-analysis, the size of the true correlation, and the variability of correlations increased; and (c) the study weights did not explain the differences between the methods.
引用
收藏
页码:444 / 467
页数:24
相关论文
共 38 条
[31]   ON SEEKING MODERATOR VARIABLES IN THE METAANALYSIS OF CORRELATIONAL DATA - A MONTE-CARLO INVESTIGATION OF STATISTICAL POWER AND RESISTANCE TO TYPE-I ERROR [J].
SACKETT, PR ;
HARRIS, MM ;
ORR, JM .
JOURNAL OF APPLIED PSYCHOLOGY, 1986, 71 (02) :302-310
[32]   DEVELOPMENT OF A GENERAL SOLUTION TO PROBLEM OF VALIDITY GENERALIZATION [J].
SCHMIDT, FL ;
HUNTER, JE .
JOURNAL OF APPLIED PSYCHOLOGY, 1977, 62 (05) :529-540
[33]   STATISTICAL POWER IN CRITERION-RELATED VALIDATION STUDIES [J].
SCHMIDT, FL ;
HUNTER, JE ;
URRY, VW .
JOURNAL OF APPLIED PSYCHOLOGY, 1976, 61 (04) :473-485
[34]   Comparison of three meta-analysis methods revisited: An analysis of Johnson, Mullen, and Salas (1995) [J].
Schmidt, FL ;
Hunter, JE .
JOURNAL OF APPLIED PSYCHOLOGY, 1999, 84 (01) :144-148
[35]   AVERAGING CORRELATION-COEFFICIENTS - SHOULD FISHER Z-TRANSFORMATION BE USED [J].
SILVER, NC ;
DUNLAP, WP .
JOURNAL OF APPLIED PSYCHOLOGY, 1987, 72 (01) :146-148
[36]   AVERAGING CORRELATION-COEFFICIENTS - INFLUENCE OF HETEROGENEITY AND SET SIZE [J].
STRUBE, MJ .
JOURNAL OF APPLIED PSYCHOLOGY, 1988, 73 (03) :559-568
[37]  
Takkouche B, 1999, AM J EPIDEMIOL, V150, P206
[38]  
WOLF FM, 1986, SAGE U PAPER SERIES