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  • marginal effects after log-linear model with factor variables

    Dear all,

    I want to estimate the percentage difference in expenditures for different outcomes of a factor variable F (relative to the base category):

    percentage difference (F=f) = (expenditures(F=f) - expenditures(F=base))/expenditures(F=base)

    To do so I estimate the following log-linear model
    Code:
     reg log_expenditures X ib4.F, vce(cluster id)
    Note that X is a continuous regressor and F is the factor variable I am interested in (ranging from 1 to 7). I realize that for factor variables, like dummies, I cannot simply interpret the estimated coefficients b_hat as percentage changes. Instead I want to compute (see Kennedy (1981)):

    ( exp(b_hat - 0.5*Var_hat(b_hat)) - 1) * 100

    My question: Is there a way to estimate this percentage effect in Stata and also obtain standard errors for this estimate? I tried using versions of the margins command but so far have not succeeded in obtaining the correct effects. These are the versions I have tried:
    Code:
    margins, eydx(F) expression(exp(xb()))
    margins, eydx(F) expression(exp(predict(xb)))
    Both of these commands seem to simply return the estimated coefficients and standard errors from the estimated regression.

    Thank you very much already for any help!

    Best wishes,
    Kathrin

    citation:
    Kennedy, P. E. (1981). Estimation with correctly interpreted dummy variables in semilogarithmic equations. American Economic Review, 71, 801.
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