Additional limitations of many standard approaches include the restricted functional form of the association pattern (with the linear model as the most common and most restrictive case), the fact that ordinally scaled variables, which are particularly common in psychological applications, are often treated as if they were measured on an interval or ratio scale, and that measures of variable importance are only available for a small range of methods.
