There are many methods of scoring the importance variables in prediction a response but not much is known about their accuracy. This paper partially fills gap by introducing new method based on GUIDE algorithm and comparing it with 11 existing methods. For data without missing values, eight shown to give biased scores that too high or low, depending type (ordinal, binary nominal) whether they d...