How to run the benchmark
Choose one real role and freeze the rubric before reviewing the applicant pool. Score the same sample manually and with the screening tool, then compare the evidence behind each criterion score.
- Use criteria tied to the work, not protected traits or proxies
- Require a resume excerpt or an explicit missing-evidence note for every score
- Review high, middle, and low-ranked candidates
- Record overrides and revise unclear criteria before the next run