condfair: An R Package for Ability-Conditioned Fairness and Explanation Diagnostics in Automated Scoring.
Fairness in automated scoring is typically evaluated with a single global statistic contrasting a focal and reference group-an approach that can either mask a disparity that changes sign across the ability range, or overstate one by conflating it with genuine ability differences between groups (impact). We introduce co...