I am trying to perform a mediation analysis, in which the variables of concern are as follows:
Dependent Variable (Y) - Percentage_changes_per_industry
Independent Variable (X) - tenure_median
Mediator Variable (M) - median_tenure_promo_top2sf_1st
Control Variables - median_age_promo_top2sf_1st gender log_nemp_median numb_firms_div1000 vn_per_employee_median higher_education norte algarve centro alentejo acores madeira
The issue I am having is that I want to include fixed effects models, but do not know how to do so when considering a mediation analysis. The commands for each of the individual regressions would be as follows:
First, regression with the Mediator as the Dependent Variable:
Code:
xtset caem2 year xtreg median_tenure_promo_top2sf_1st tenure_median median_age_promo_top2sf_1st gender log_nemp_median numb_firms_div1000 vn_per_employee_median higher_education i.year norte algarve centro alentejo acores madeira, fe cluster(caem2)
Second, regression with the Dependent Variable as the Dependent Variable:
Code:
xtset caem2 year xtreg Percentage_changes_per_industry median_tenure_promo_top2sf_1st tenure_median median_age_promo_top2sf_1st gender log_nemp_median numb_firms_div1000 vn_per_employee_median higher_education i.year norte algarve centro alentejo acores madeira, fe cluster(caem2)
The sem/medsem commands I am using, to perform the actual mediation analysis (and obtain values for the Sobel tests as well), are as follows:
Code:
sem (median_tenure_promo_top2sf_1st <- tenure_median median_age_promo_top2sf_1st gender log_nemp_median numb_firms_div1000 vn_per_employee_median higher_education norte algarve centro alentejo acores madeira)(Percentage_changes_per_industry <- median_tenure_promo_top2sf_1st tenure_median median_age_promo_top2sf_1st gender log_nemp_median numb_firms_div1000 vn_per_employee_median higher_education norte algarve centro alentejo acores madeira) , nocapslatent vce(bootstrap, reps(100)) medsem, indep(tenure_median) med(median_tenure_promo_top2sf_1st) dep(Percentage_changes_per_industry) mcreps(1000) rit rid
The issue I have is that these sem/medsem commands are performing regular OLS regressions, and not fixed effects (on caem2) regressions, as I would like them to. Is there any way of implementing a fixed effects regressions in the sem models? It would help me solve the issue I am having with implementing these analyses on Stata.
Thank you very much in advance!
Rui
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