There are already some types of statistical reasoning assessments available in the market, for instance the
statistical reasoning assessment (SRA), Assessment Resource Tools for Improving Statistical Thinking (ARTIST),
Comprehensive of Assessment of Outcomes in a First Statistics Course (CAOS) and so forth.