Quantifying and Testing Indirect Effects in Simple Mediation Models When the Constituent Paths Are Nonlinear

被引:894
作者
Hayes, Andrew F. [1 ]
Preacher, Kristopher J. [2 ]
机构
[1] Ohio State Univ, Sch Commun, Columbus, OH 43210 USA
[2] Univ Kansas, Dept Psychol, Lawrence, KS 66045 USA
关键词
CURVILINEAR RELATIONSHIP; MODERATOR; BOOTSTRAP; TOO; ASSOCIATIONS; HYPOTHESES; DEPRESSION; INNOVATION; EMOTION; SIZE;
D O I
10.1080/00273171.2010.498290
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Most treatments of indirect effects and mediation in the statistical methods literature and the corresponding methods used by behavioral scientists have assumed linear relationships between variables in the causal system. Here we describe and extend a method first introduced by Stolzenberg (1980) for estimating indirect effects in models of mediators and outcomes that are nonlinear functions but linear in their parameters. We introduce the concept of the instantaneous indirect effect of X on Y through M and illustrate its computation and describe a bootstrapping procedure for inference. Mplus code as well as SPSS and SAS macros are provided to facilitate the adoption of this approach and ease the computational burden on the researcher.
引用
收藏
页码:627 / 660
页数:34
相关论文
共 63 条
[31]   Estimation of the mediation effect with a binary mediator [J].
Li, Yan ;
Schneider, Julie A. ;
Bennett, David A. .
STATISTICS IN MEDICINE, 2007, 26 (18) :3398-3414
[32]  
Lockwood CM, 1998, PROCEEDINGS OF THE TWENTY-THIRD ANNUAL SAS USERS GROUP INTERNATIONAL CONFERENCE, P997
[33]   ASSESSING SPURIOUS MODERATOR EFFECTS - ILLUSTRATED SUBSTANTIVELY WITH THE HYPOTHESIZED (SYNERGISTIC) RELATION BETWEEN SPATIAL AND MATHEMATICAL ABILITY [J].
LUBINSKI, D ;
HUMPHREYS, LG .
PSYCHOLOGICAL BULLETIN, 1990, 107 (03) :385-393
[34]  
Lunneborg C.E., 2000, DATA ANAL RESAMPLING
[35]   DISTINGUISHING BETWEEN MODERATOR AND QUADRATIC EFFECTS IN MULTIPLE-REGRESSION [J].
MACCALLUM, RC ;
MAR, CM .
PSYCHOLOGICAL BULLETIN, 1995, 118 (03) :405-421
[36]   On the practice of dichotomization of quantitative variables [J].
MacCallum, RC ;
Zhang, SB ;
Preacher, KJ ;
Rucker, DD .
PSYCHOLOGICAL METHODS, 2002, 7 (01) :19-40
[37]   Mediation analysis [J].
MacKinnon, David P. ;
Fairchild, Amanda J. ;
Fritz, Matthew S. .
ANNUAL REVIEW OF PSYCHOLOGY, 2007, 58 :593-614
[38]  
Mackinnon David P, 2004, Multivariate Behav Res, V39, P99
[39]   A comparison of methods to test mediation and other intervening variable effects [J].
MacKinnon, DP ;
Lockwood, CM ;
Hoffman, JM ;
West, SG ;
Sheets, V .
PSYCHOLOGICAL METHODS, 2002, 7 (01) :83-104
[40]  
MacKinnon DP., 2008, Introduction to statistical mediation analysis