학술논문

A shortened version of Raven's standard progressive matrices for children and adolescents.
Document Type
Article
Source
British Journal of Developmental Psychology. Mar/Apr2022, Vol. 40 Issue 1, p35-45. 11p.
Subject
*COGNITION
*MACHINE learning
*REGRESSION analysis
*STATISTICAL sampling
Language
ISSN
0261-510X
Abstract
Numerous developmental studies assess general cognitive ability, not as the primary variable of interest, but rather as a background variable. Raven's Progressive Matrices is an easy to administer non-verbal test that is widely used to measure general cognitive ability. However, the relatively long administration time (up to 45 min) is still a drawback for developmental studies as it often leaves little time to assess the primary variable of interest. Therefore, we used a machine learning approach - regularized regression in combination with cross-validation - to develop a short 15-item version. We did so for two age groups, namely 9 to 12 years and 13 to 16 years. The short versions predicted the scores on the standard full 60-item versions to a very high degree r = 0.89 (9-12 years) and r = 0.93 (13-16 years). We, therefore, recommend using the short version to measure general cognitive ability as a background variable in developmental studies. [ABSTRACT FROM AUTHOR]