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  • newbie: logit/ologit model, significance of the independent variables

    Hi everybody,

    I am using Stata 13 (mac student version) in logit/probit analysis for the first time. The task is to see which of the regressors have the most influence over the two dependent variables.
    y_var1 is binary
    y_var2 is ordinal
    x_var(s) are mostly binary or ordinal

    The following model were run:
    logit y_var1 x_var1 x_var2 ... x_varN
    ologit y_var2 x_var1 x_var2 ... x_varN

    For logit, the following methods were considered for sorting significant variables:
    1) variables with value P(over)|z| that is less than 0.05
    2) calculation of marginal effect evaluated at the means, variables with the highest f(Z)b coefficient

    For ologit:
    1) variables with value P(over)|z| that is less than 0.05

    Question:
    I would appreciate it, if you tell me whether used methodologies for identifying the regressors' effect on dependent variables are correct?
    If I am missing an important theory background, would you please point me at the material that I need to learn?

    Best regards
    Last edited by Vitalii Korol; 09 Apr 2014, 08:45.

  • #2
    Vitalii,

    check this Stata Press book: http://www.stata-press.com/books/reg...ent-variables/.
    I guess you'll find there what you need.

    Best
    ir
    // ivica_rubil //

    Comment


    • #3
      Hi Vitalii,

      If you're interested in discerning which variables have the _most_ influence over the dependent variables - and you're reasonably confident about your models' specification - you could try using - domin - (SSC).

      - domin - implements dominance analysis, which is used to evaluate independent variable importance in predicting some dependent variable. Relative importance _seems_ like what you may be looking for based on your description above. I'd recommend looking at the helpfile for -domin - to see if it would be helpful in answering your question.

      - joe
      Joseph Nicholas Luchman, Ph.D., PStatĀ® (American Statistical Association)
      ----
      Research Fellow
      Fors Marsh

      ----
      Version 18.0 MP

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