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10.3758/s13428-014-0481-z

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C4258193!4258193!24903690
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pmid24903690      Behav+Res+Methods 2015 ; 47 (2): 424-42
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  • When the Test of Mediation is More Powerful than the Test of the Total Effect #MMPMID24903690
  • O'Rourke HP; MacKinnon DP
  • Behav Res Methods 2015[Jun]; 47 (2): 424-42 PMID24903690show ga
  • Although previous research has studied power in mediation models, the extent to which the inclusion of a mediator will increase power has not been investigated. First, a study compared analytical power of the mediated effect to the total effect in a single mediator model to identify the situations in which the inclusion of one mediator increased statistical power. Results from the first study indicated that including a mediator increased statistical power in small samples with large coefficients and in large samples with small coefficients, and when coefficients were non-zero and equal across models. Next, a study identified conditions where power was greater for the test of the total mediated effect compared to the test of the total effect in the parallel two mediator model. Results indicated that including two mediators increased power in small samples with large coefficients and in large samples with small coefficients, the same pattern of results found in the first study. Finally, a study assessed analytical power for a sequential (three-path) two mediator model and compared power to detect the three-path mediated effect to power to detect both the test of the total effect and the test of the mediated effect for the single mediator model. Results indicated that the three-path mediated effect had more power than the mediated effect from the single mediator model and the test of the total effect. Practical implications of these results for researchers are then discussed.
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