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Mediation Analysis with 2 Outcomes |
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Hi, I want to conduct a mediation analysis which has the following: X-leading to Mediator (Y) and the Mediator leading to two outcomes (Y1 and Y2). Y1 is a continuous variable and Y2 is a dichotomous variable. The Mplus Version is 8.0. I am aware about how to conduct the above mediation analysis separately, i.e., 1) X---M--Y, where Y is continuous 2) X---M--Y, where Y is dichotomous However, is there a path analysis procedure/ program through which I can run employ both the outcome variables together as a single model. |
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Mplus doesn't give the counterfactually-defined effects for the binary Y is you have 2 Y's. But you can analyze them one at a time - the only disadvantage is if you have missing data on one while not on the other. |
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Dear Prof. Muthen, Thanks a lot for your response and the advise. I will follow them. |
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Dear Prof. Muthen, I have a query about another model. I want to run a moderated mediation analysis where a) the moderator influences the relationship between the independent and mediator b) the outcome variable is a count while all the other variables are continuous. c) The data is panel and specifically firm-level financial data. I want to know whether this can be done using MPLUS Version 8.0. Can you suggest any reading/s which will help me understanding the above. I know moderated mediation using MPLUS and Hayes procedure. However, panel data and outcome being count. is this possible and what model or command should I use? Best Wishes, Saurabh |
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With a mediation model with a count outcome, the effects should be evaluated using the counterfactual approach mentioned in reference on our Mediation page: http://www.statmodel.com/Mediation.shtml See especially the 2016 book by Muthen, Muthen, Asparouhov and also the 2011 paper by Muthen. I don't know how many time points you have, but with panel data and several time points, other modeling issues arise. |
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