Strong research explains where data came from, what it measures, and what it cannot prove.
Source hierarchy
We start with official Saudi sources, regulators, original datasets, and primary research. Secondary sources support interpretation when the original is available.
Calculations and assumptions
Every calculator or estimate states the period, unit, and assumptions. We do not present unverified market averages or customer outcomes as facts.
Tables and charts
Charts mirror values in a readable data table. We state the source, period, transformations, rounding, and exclusions.
Limitations
We disclose sample size, data age, and relevant differences between salon types or cities. Association between figures does not automatically establish causation.
Last reviewed: 21 July 2026
