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  • margin effects for continuous variables

    Hello,

    I need to understand how to interpret the margins effects when my independent variable is continuous in an ordered logit model.
    When I run:

    xtologit ratingscore zfboard i.naudit zboardindep i.loss i.financialutility zinterestcoverage zTangibility i.Duality zleverage zsize zroaper zMtB i.year, nolog or

    margins, dydx (zfboard) vsquish

    my result was:

    Average marginal effects Number of obs = 5,816
    Model VCE : OIM

    dy/dx w.r.t. : zfboard
    1._predict : Pr(1.ratingscore), predict(pr outcome(1))
    2._predict : Pr(2.ratingscore), predict(pr outcome(2))
    3._predict : Pr(3.ratingscore), predict(pr outcome(3))
    4._predict : Pr(4.ratingscore), predict(pr outcome(4))
    5._predict : Pr(5.ratingscore), predict(pr outcome(5))
    6._predict : Pr(6.ratingscore), predict(pr outcome(6))
    7._predict : Pr(7.ratingscore), predict(pr outcome(7))

    ------------------------------------------------------------------------------
    | Delta-method
    | dy/dx Std. Err. z P>|z| [95% Conf. Interval]
    -------------+----------------------------------------------------------------
    zfboard |
    _predict |
    1 | -.0190579 .0027301 -6.98 0.000 -.0244089 -.013707
    2 | -.0082591 .001247 -6.62 0.000 -.0107031 -.0058151
    3 | -.0055766 .001037 -5.38 0.000 -.0076091 -.003544
    4 | .0184952 .0027133 6.82 0.000 .0131771 .0238133
    5 | .0130614 .001935 6.75 0.000 .0092688 .016854
    6 | .0011374 .0002618 4.34 0.000 .0006243 .0016505
    7 | .0001997 .0000736 2.71 0.007 .0000553 .000344
    ------------------------------------------------------------------------------

    .
    end of do-file

    As zfboard is a continuous variable, I guess that, for instance, for the first level on the dependent variable, one percent increase in zfboard diminish the probability of being in that level a -.0190579 per cent.
    Please, could anyone tell me if I am right?


  • #2
    Welcome to the Stata Forum / Statalist.

    If I understood your query correctly, in #1 we have the mean predicted values of zfboard for each level of ratingscore.
    Best regards,

    Marcos

    Comment


    • #3
      Thank you, Marcos. I read the paper from Williams, (2012) but it is only for categorical variables, so I hardly understood the meaning in the case of continuos independent variables. I also tried to consult Cameron and Trivedi (2010), but it is not available yet on my library.

      Comment


      • #4
        Maybe this presentation will be helpful to you, particularly the pages 11 and 12.
        Best regards,

        Marcos

        Comment


        • #5
          Guau!!
          Thank you so much!

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