I am using the user-written command KHB to perform a mediation analysis with a multinomial logit.
When I report the results, I show the effects of the reduced (total), full (direct) and difference (indirect) models,
plus the "percentage reduction due to confounding" associated with all mediators (conf_pct) or to each mediator (P_reduced).
However, I am doubtful about how to interpret the results for the mediaton analysis below (meduc is the mediated variable and college and mfamily the mediators).
Firstly, the reduced effect is not statistically signficant at any conventional level (but the indirect effect is). So, I was wondering whether it is even the case of performing mediation.
I know this could be the result of a suppression effect (Zhao et al., 2010) , as it seems to be the case here. However, the percentage of mediation (suppression) results (-1159) and
I am having a hard time in understanding whether this is a reliable result or whether a mediation effect is simply not present in this case.
Therefore, my questions are:
1) Would you report the results of the mediation, even if the total effect is not statistically signficant at conventional level?
2) How would interpret and report to the readers the huge suppression percentage?
Thank you and best regards,
Lydia Palumbo
Code:
Decomposition using the KHB-Method Model-Type: mlogit Number of obs = 5758 Variables of Interest: ib1.medupar11_3 Pseudo R2 = 0.06 Z-variable(s): i.mcollege i.mfamily311 Concomitant: i.age20 i.religionsp i.ukborn i.sex i.yowave i.nbrothers i.nchild2 i.lmst5 i.health1 Results for outcome 1 and base outcome 3 Robust famint Coef. Std. Err. z P>z [95% Conf. Interval] 1.medupar11_3 (base outcome) 2.medupar11_3 Reduced -.007056 .110393 0.06 0.949 -.2234223 .2093103 Full -.088845 .1138897 0.78 0.435 -.3120647 .1343748 Diff .081789 .0317808 2.57 0.010 .0194998 .1440781 Summary of confounding Variable Conf_ratio Conf_Pct Resc_Fact 1b.medupar~3 . . . 2.medupar1~3 .07941924 -1159.14 .91671067 Components of Difference Z-Variable Coef Std_Err P_Diff P_Reduced 1b.medupar~3 _i_mcollege2 0 0 . . _i_mfam~3112 0 0 . . 2.medupar1~3 _i_mcollege2 -.0150851 .0135398 -18.44 213.79 _i_mfam~3112 .0968741 .0281088 118.44 -1372.93
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