What the demonstration shows

The Marketing pilot displays lower, midpoint and upper salary examples across six career stages. The numbers are synthetic and do not come from an employer survey or a representative UAE sample.

What a production dataset needs

A useful salary comparison identifies the geography, role, experience, period, currency and definition of pay. Base salary and total compensation should not be mixed.

Why a midpoint is not automatically a median

A median is a measured statistic. In this pilot, the middle value is an illustrative midpoint. Percentile labels should be used only when a provider supplies a defensible distribution.

Questions to ask

How recent is the observation? How many roles were sampled? Are bonuses included? Are titles and seniority comparable? Use those answers to judge whether a range supports your decision.