Statistical mediation analysis with a multicategorical independent variable

被引:2375
作者
Hayes, Andrew F. [1 ]
Preacher, Kristopher J. [2 ]
机构
[1] Ohio State Univ, Dept Psychol, Columbus, OH 43210 USA
[2] Vanderbilt Univ, Dept Psychol & Human Dev, Nashville, TN 37235 USA
关键词
REGRESSION; MODELS; INTERVENTIONS; STRATEGIES; MODERATION; PATH;
D O I
10.1111/bmsp.12028
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Virtually all discussions and applications of statistical mediation analysis have been based on the condition that the independent variable is dichotomous or continuous, even though investigators frequently are interested in testing mediation hypotheses involving a multicategorical independent variable (such as two or more experimental conditions relative to a control group). We provide a tutorial illustrating an approach to estimation of and inference about direct, indirect, and total effects in statistical mediation analysis with a multicategorical independent variable. The approach is mathematically equivalent to analysis of (co) variance and reproduces the observed and adjusted group means while also generating effects having simple interpretations. Supplementary material available online includes extensions to this approach and Mplus, SPSS, and SAS code that implements it.
引用
收藏
页码:451 / 470
页数:20
相关论文
共 54 条
  • [31] A comparison of methods to test mediation and other intervening variable effects
    MacKinnon, DP
    Lockwood, CM
    Hoffman, JM
    West, SG
    Sheets, V
    [J]. PSYCHOLOGICAL METHODS, 2002, 7 (01) : 83 - 104
  • [32] When moderation is mediated and mediation is moderated
    Muller, D
    Judd, CM
    Yzerbyt, VY
    [J]. JOURNAL OF PERSONALITY AND SOCIAL PSYCHOLOGY, 2005, 89 (06) : 852 - 863
  • [33] Adjusting for a mediator in models with two crossed treatment variables
    Muller, Dominique
    Yzerbyt, Vincent Y.
    Judd, Charles M.
    [J]. ORGANIZATIONAL RESEARCH METHODS, 2008, 11 (02) : 224 - 240
  • [34] Better think before agreeing twice Mere agreement: A similarity-based persuasion mechanism
    Pandelaere, Mario
    Briers, Barbara
    Dewitte, Siegfried
    Warlop, Luk
    [J]. INTERNATIONAL JOURNAL OF RESEARCH IN MARKETING, 2010, 27 (02) : 133 - 141
  • [35] The Causal Mediation Formula-A Guide to the Assessment of Pathways and Mechanisms
    Pearl, Judea
    [J]. PREVENTION SCIENCE, 2012, 13 (04) : 426 - 436
  • [36] The impact of rumination on aggressive thoughts, feelings, arousal, and behaviour
    Pedersen, William C.
    Denson, Thomas F.
    Goss, R. Justin
    Vasquez, Eduardo A.
    Kelley, Nicholas J.
    Miller, Norman
    [J]. BRITISH JOURNAL OF SOCIAL PSYCHOLOGY, 2011, 50 (02) : 281 - 301
  • [37] SPSS and SAS procedures for estimating indirect effects in simple mediation models
    Preacher, KJ
    Hayes, AF
    [J]. BEHAVIOR RESEARCH METHODS INSTRUMENTS & COMPUTERS, 2004, 36 (04): : 717 - 731
  • [38] Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models
    Preacher, Kristopher J.
    Hayes, Andrew F.
    [J]. BEHAVIOR RESEARCH METHODS, 2008, 40 (03) : 879 - 891
  • [39] Addressing moderated mediation hypotheses: Theory, methods, and prescriptions
    Preacher, Kristopher J.
    Rucker, Derek D.
    Hayes, Andrew F.
    [J]. MULTIVARIATE BEHAVIORAL RESEARCH, 2007, 42 (01) : 185 - 227
  • [40] Effect Size Measures for Mediation Models: Quantitative Strategies for Communicating Indirect Effects
    Preacher, Kristopher J.
    Kelley, Ken
    [J]. PSYCHOLOGICAL METHODS, 2011, 16 (02) : 93 - 115