Alternatives to multidimensional scaling analysis of numerical relationship judgments in extracting information about students' knowledge were investigated. Undergraduate students completed a multiple choice test over knowledge of individual concepts, an essay test covering relationships among concepts, and a relationship judgment test that…

The relationship between intelligence and personality has been of scientific interest for over 100 years. However, most contemporary estimates of these relationships are limited because they do not separate the variance due to general and narrow cognitive abilities. This study demonstrates that this methodological oversight can distort estimates…

The aim of this study is to suggest an alternative to the essay testing method of assessing structural understanding of concepts, which suffers from time constraints and lack of scoring reliability. In this method, students' relationship judgments between concept pairs are examined directly rather than by means of multidimensional scaling analysis…