Background: Evaluating diversity, inclusivity, and equity remains both a prevalent topic in education and a difficult challenge for most evaluators. Traditional metrics used to evaluate these constructs include questionnaires, focus groups, and anonymous comment solicitations. While each of these approaches offer value, they also possess a number…

A common practice in medical education is to create a prescribed distribution of grades, or ratings, so that only a certain percentage of students receive the highest marks. This approach typically is employed to curb grade inflation and as a means to help faculty distinguish outstanding performers. Despite the well-intentioned reasoning for using…

Quality measurement is essential in every form of research, including institutional research and assessment. Unfortunately, most survey research today (both published and unpublished) is lacking with regards to quality measurement. Reporting means and standard deviations based on ordinal measures is an inappropriate, yet widespread practice in the…