The Data Science Assessment Framework as described in this technical paper can be used to create standardized tests that measure data science skills in a EEOC-compliant and highly consistent way.
The need for for a well-researched framework defining how to assess data science skills is clear. This paper proposes such a framework with the aim of enabling direct measurement of skills to help the technical recruitment industry go beyond resumes in assessing this specific area of software engineering.