Relative importance of explanatory variables

by Irina 26. January 2008 13:02

by David Firth

Question: What are the most important variables in regression?

Important for what? Without a criterion for importance, the inquiries are meaningless.' Goes on to distinguish three notions of importance, namely :

  1. `theoretical importance' (measured by βΧ)  
  2. `level importance' (measured by βΧ *  μΧ  
  3.  `dispersion importance' (measured by     σΥ       /  βΧ* σΧ  


    Of the last, Achen says: `although almost no one is substantively interested in it, many social scientists use it as their sole importance measure.' He suggests standardization by the (supposed fixed) range of a variable, rather than by its s.d., to achieve comparability across samples.

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Irina Spivak Irina Spivak
Team Leader at G-Stat. More...


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