[Mediation-information] interpretation for mediation effect
Kosuke Imai
kimai at Princeton.Edu
Fri Oct 7 15:16:07 CEST 2011
This quantity is defined as:
(Total Effect - ACME) / Total Effect
And so in your case, it looks like the direct effect has the opposite sign.
Kosuke
Department of Politics
Princeton University
http://imai.princeton.edu
On Oct 5, 2011, at 10:17 PM, Weichao Bao wrote:
> Dear All,
>
> I have one more question about the interpretation of the Proportion of Total Effect via Mediation (Average). For example in the following result,
> Proportion of Total Effect via Mediation (Average): -0.1391 95 % CI -1.7258 0.8114
> Does it mean the 13.91% of total effect is mediated by the mediator? Can I interpret the proportion here as a percentage?
>
> Thanks a lot.
>
> Sincerely,
> Weichao
>
> On Thu, Sep 15, 2011 at 10:55 AM, Weichao Bao <weichaobao at gmail.com> wrote:
> Dear All,
>
>
>
> I am using the mediation package on my research. The outcome is dichotomous and the treatment is continuous. It was run with GAM model. But I am confused with the following results. It shows all the Mediation Effect_0, Mediation Effect_1,and Mediation Effect (Average) have significant mediation effect based on 95% CI. However, the Proportion of Total Effect via Mediation_0, Proportion of Total Effect via Mediation_1, and Proportion of Total Effect via Mediation (Average) indicate there is no mediation at all based on the 95% confidence interval. The result is:
>
>
>
> Mediation Effect_0: -0.004309 95 % CI -0.0086640 -0.0007235
>
> Mediation Effect_1: -0.006557 95 % CI -0.014173 -0.001015
>
> Direct Effect_0: 0.04452 95 % CI 0.001001 0.112969
>
> Direct Effect_1: 0.04228 95 % CI 0.0009312 0.1061973
>
> Total Effect: 0.03797 95 % CI -0.004335 0.101359
>
> Proportion of Total Effect via Mediation_0: -0.1069 95 % CI -1.592 0.817
>
> Proportion of Total Effect via Mediation_1: -0.1701 95 % CI -1.8595 0.8059
>
> Mediation Effect (Average): -0.005433 95 % CI -0.011059 -0.000928
>
> Direct Effect (Average): 0.0434 95 % CI 0.0009659 0.1098405
>
> Proportion of Total Effect via Mediation (Average): -0.1391 95 % CI -1.7258 0.8114
>
>
>
> Can somebody help me to explain this?
>
>
>
> Thanks a lot.
>
> Sincerely,
>
>
> Weichao
>
>
>
>
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