Logarithmic rubric scoring

Grading rubrics communicate convenient explicitly articulated performance expectations to students and provide a consistent methodology for assessment, but using linearly weighted rubrics can lead to poor grade differentiation among high performing students and as a percentile score can often poorly map to instructor academic achievement expectations. In this work, we describe a logarithmically weighted rubric for computer science projects and analyze its effect on grading through modeling and surveys.