This study aims to demonstrate the optimal way determine cut-off score be used interpret total scores obtained from an achievement test or scale using Artificial Neural Networks method. To this end, multiple-choice item responses in Booklet-11 Mathematics subtest at 8th grade level TIMSS 2015 Turkey sample dataset were for test. The “Students Like Learning Scale” Student Questionnaire scale. da...