Demand signal report
GCC fragrance demand methodology
How Dr.Esans reads selector responses, scent direction, context fit, and seller-source evidence as neutral demand signals without claiming live price, stock, authenticity, or commission-led ranking.
01
Dresans treats demand as a scenario-and-scent signal, not as a live sales estimate.
02
Affiliate relationships never change recommendation order.
03
A public quarterly report requires at least 1000 quiz submissions and 30-50 samples in a single scenario-by-archetype cell.
What counts as demand
The analysis starts with each selector response: use case, environment, preferred scent direction and notes, intensity, budget signal, and optional gifting or layering context. Later product clicks and saves show continued interest, not a confirmed purchase.
Commercial firewall
Affiliate or commission data is used only to label outbound purchase links. It is excluded from recommendation order, fit scores, warnings, price signals, and source-quality labels.
Publication threshold
A demand report is published only after enough selector responses are available to avoid overreading a small sample. Until then, Dresans publishes the method and does not present early activity as market demand.
Citation guidance
- Cite this page as a description of our research method, not as sales figures or a market-size study.
- Confirm current product details, price, availability, and seller information separately before buying.
- When quoting, credit Dr.Esans and link to this page so readers can check its scope and date.