Benchmarking
BenchArc Benchmarking Lab
Benchmark cohorts for similar-sized teams without turning metrics into a scoreboard weapon.
Overview
BenchArc anonymises peer cohorts, focuses on directional bands, and documents uncertainty. We emphasise narrative context so managers do not weaponise small differences.
What arrives in the room
- Cohort matching memo with explicit exclusions
- Directional band charts with confidence notes
- Facilitator script for review meetings
- Ethical use guardrails one-pager
- Data hygiene checklist before ingestion
- Quarterly refresh calendar
- Archive of assumptions for auditors
Outcomes we document
- Peer band pack with honest caveats
- Meeting script that discourages misuse
- Assumption log for future refreshes