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Thread: Relative contribution of variables in logistic regression

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    Relative contribution of variables in logistic regression




    Hi, I have been using logistic regression to determine what influences the chances of a person becoming unemployed. A number of variables have all proved highly significant (P<.001) but I would like to determine the relative contribution made by each variable so that I can say which is most important.

    I have read that relative weights analysis can b used to determine the importance of independent variables but this is new to me and I don't know how it applies to logistic regression or how it is implemented in software packages - in particular, SPSS.

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    Re: Relative contribution of variables in logistic regression

    Standardized regression coefficients...different ways to do this, depending on what kind of variables you have (continuous, etc.). This simply involves z-transforming (mean=0, variance=1) each variable and then running the regression. All of your effects are then in standard deviation units. Each effect size (beta parameter) can then be compared to one another. A couple of Google results:

    http://en.wikipedia.org/wiki/Standardized_coefficient
    http://dss.princeton.edu/online_help...sion_intro.htm

    Hope this gets you on the right track...

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    Re: Relative contribution of variables in logistic regression

    In logisitc regression the odds ratio is usually the measure given as the strength of effect of the IVs (including group membership). In SPSS I think this is in the output as exp(b) or something similar.
    "If you torture the data long enough it will eventually confess."
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    Re: Relative contribution of variables in logistic regression

    Azen & Traxel (2009) extended a technique called "Dominance Analysis" developed by Azen & Budescu in the context of OLS multiple regression to determine relative variable importance. i believe it can be done now in logistic regression and i'm pretty sure Azen programmed an SPSS syntax macro somewhere out there for people to use this technique to determine relative importance of predictors. just google "dominance analysis" and "logistic regression" and it's the first or second search result that you'll get...
    for all your psychometric needs! https://psychometroscar.wordpress.com/about/

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    Re: Relative contribution of variables in logistic regression

    Spunky that was informative. Thanks for the post. My suggestion is the stardard convention for strength of effect but doesn't really tell you about the relative improtance of each variable. I haven't checked out the article yet but as soon as I post this I'm going to go get it.

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    Re: Relative contribution of variables in logistic regression


    Cheers all.

    I found the Azen article - now need to get hold of it, **** the lack of an athens login.

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