  This study presents an innovative method for reducing the number of rating
scale items without predictability loss. The "area under the re- ceiver
operator curve method" (AUC ROC) is used to implement in the
RatingScaleReduction package posted on CRAN. Several cases have been used to
illustrate how the stepwise method has reduced the number of rating scale items
(variables).
