Before using any benchmark in a budget, forecast, presentation, or vendor review, separate the number itself from the evidence behind it. The source text combines published research attributions, internal campaign observations, and broader industry estimates, but it does not provide supporting source URLs for the named third-party claims inside this JSON.
That means the safest reading is evidence-tiered. A figure attributed to Google, BrightLocal, Moz, a beauty trade publication, or another external publisher should be treated as a previously published claim until the original edition, sample, field period, and metric definition are reconciled. An internal observation should stay labeled as an observation and should not be converted into a population benchmark.
The source also distinguishes qualitative categories rather than a single dataset:
- Published research attribution: a statement tied to a named external source, but not independently verifiable from this JSON because the supporting URL is absent.
- Observed pattern: a campaign-level or client-level pattern that may help form a hypothesis but does not establish a general salon-industry rate.
- Directional estimate: a planning reference that can frame expectations but should not be presented as a precise market average.
Age matters as well. A local-search click pattern reported in 2022 may not describe the same search interface in 2026, particularly as Google AI Overviews and other Google AI features change result layouts. Interface changes can alter exposure and click behavior without proving that the underlying local ranking systems changed in the same way.
Use each benchmark only for the question it actually measures. A single-chair salon, a multi-stylist location, and a small salon group can face materially different demand, capacity, service mix, and competitive conditions.