Educational researchers have been expressing their interest in cognitive skills in the domain of Islam. New research studies need to be conducted by researchers from Western countries to bring new insights into cognitive skills in the Islamic domain. The purpose of this article is to highlight and explain the significance of variables that need to be taken into consideration by researchers when investigating cognitive skills in the Islamic domain to minimize third variables and to provide the most accurate information.