{"slug":"openmatter-network-criterion-related-validation","source_name":"openmatter-network/criterion-related-validation","name":"Openmatter Network/Criterion Related Validation","description":"Use when designing, conducting, or evaluating a criterion-related validity study — demonstrating an empirical relationship between selection-procedure (predictor) scores and work-relevant criteria. Covers predictive vs. concurrent designs, criterion development (relevance/contamination/deficiency/ reliability/bias), predictor choice, participant sampling, statistical power, data analysis, corrections for range restriction and unreliability, and combining predictors/criteria. Triggers: \"criterion","version":1,"lift":{"pass_rate_delta_pts":9.09,"pass_rate_pct":90.9,"total_cases":22,"passed_cases":20,"tokens_delta_pct":60.5,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-03T14:13:08.139098+00:00"},"skill_score":0.9091,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":9.09,"with_pass_pct":90.9,"without_pass_pct":81.8,"tokens_delta_pct":60.5,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-03T14:13:08.139098+00:00","run_id":"89bcd53d-97ae-4bd1-93c0-c31ded6d7527","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT","install_count":0,"manifest_hash":"81805c4e610953949e85d2a75f99705efdeaa91359d44de02112500a7244ce4b","raw_url":"https://app.decimal.ai/s/openmatter-network-criterion-related-validation/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/openmatter-network-criterion-related-validation"}