Benchmark bands: what wide intervals are trying to tell you
2025-08-30 · Noah Park
#benchmarking #analytics #finance
Teams new to benchmarking sometimes treat a wide interval as noise to ignore. In practice, width often reflects real dispersion: different support tiers, different data residency choices, or different discounting histories that vendors do not surface in headline pricing.
The disciplined response is to document which drivers you can observe internally versus which remain unknown. Narrowing a band without evidence feels satisfying but creates brittle narratives in front of finance.
When you present benchmarks internally, pair every chart with an explicit list of unknowns. That habit keeps conversations grounded when someone asks for a single target number.