01 One record per candidate, one cohort per round
Every candidate's data — assessment results, who reviewed when, what the panel decided — lives in a single record. Cohorts are scoped, named, and auditable as a unit.
When a candidate's record lives in one place, the answer to 'where is the data on this candidate?' is one click. When it lives across a spreadsheet, an email thread, and a filing cabinet, the answer is a half-day of reconstruction.
02 Consistent rubric enforced by the platform
The scoring criteria, the cutoffs, the ranking logic — all defined once and applied identically to every candidate in every round. The rubric isn't in someone's head; it's in the platform.
A rubric in someone's head retires when they retire. A rubric in the platform stays consistent across staff turnover and across rounds — the only kind of rubric that survives a personnel change.
03 Audit trail that survives the long-tenured analyst leaving
Every action — invite sent, assessment completed, score viewed, shortlist exported — is logged with user, time, and outcome. The institutional memory of how the process actually ran lives in the audit log, not in the people who happen to remember it.
The day the analyst who's been running screening for fifteen years retires, the spreadsheet-based process retires too. ReadyFirst's audit log is the version of institutional memory that doesn't walk out the door.