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Methodology & data

How we turn raw records into trustworthy comparables.

Source of truth

Production data comes from the Dubai Land Department's registered transactions, published through Dubai Pulse (CSV + API). Every figure traces to a registered record — these are sold prices, not asking prices.

Clean, arm's-length comparables

The raw feed mixes sales with gifts, inheritance and mortgage registrations. By default we show only arm's-length sales and exclude the rest from comparable medians, then flag repeat registrations and price-per-sqft outliers with a confidence indicator.

Confidence indicator — what each level means

High
Arm's-length sale, plausible AED/sqft for the building and area, no outlier flags. Counted in comparable medians.
Medium
Arm's-length sale, but the AED/sqft or unit size sits outside the area's typical band. Shown with a caveat and weighted lower in the comparable median.
Low
Gift, mortgage-only registration, or a repeat registration that looks irregular. Excluded from comparable medians but shown for completeness and audit.

Known gaps (stated honestly)

  • Pre-Oqood off-plan soft launches are not registered until Oqood is filed.
  • Ejari under-counts informal rental contracts.
  • Occasional data-entry errors exist — so we reason over aggregated patterns, not single rows.
This is an early prototype running on representative sample data for demonstration. Figures are illustrative and are not registered DLD records.