Role-to-Cohort Scoring Flow

Role-to-Cohort Scoring Flow describes a workforce-readiness pipeline that converts role definitions, assessment evidence, and organizational context into calibrated, decision-ready readiness outputs. The process begins with workforce inputs that define the role, level, skill, and capability model, then incorporates assessment responses and evidence within cohort and organization context. Evidence is mapped to role expectations, supported scores are calculated, and validated calibration is applied where available while preserving uncertainty and missing evidence. The result is a set of readiness outputs that includes individual role-readiness profiles, cohort capability views, and priority learning gaps for partner or enterprise reporting.