Methodology

Decisive where the evidence is. Humble where it isn't.

Registered evidence first, sources always stated, ranges instead of false precision, limits said out loud.

Property Intelligence Document — not a certified valuation or financial advice.

The evidence ladder

Closest evidence first, every rung labeled.

Same building

Closed sales of comparable units in the building — the strongest read there is.

Project family

Sister towers and phases — near-identical stock when the building itself is quiet.

Area cohort

Same-type, same-size-band community transactions — recency-filtered, outlier-cleaned.

Market context

Area and city-wide movement — context, never a substitute for comparables.

The report states which rung its read stands on. Villas are normalized for plot and built-up area; off-plan runs on launch and sister-phase evidence with a forward handover scenario.

Confidence

How sure, and why.

The ladder ranks the read. Confidence turns that rank into a band — driven by depth, recency, and match.

Depth

Comparable count. More observations tighten the range.

Recency

Measurement window. Recent evidence outweighs old evidence.

Match

Subject identity — building, community, phase, or cluster.

Presentation

What a reader sees.

Confidence bands and verification questions, not raw engine internals.

Band	Report behavior	User action
High	Property Intelligence Report with full evidence context.	Use for offer or client discussion.
Medium	Property Intelligence Report with caveats on thin evidence.	Verify flagged inputs before relying.
Directional	Property Intelligence Report — evidence-map and checklist focus.	Use as a checklist and evidence map.

The discipline

Five rules every report obeys.

Registered sales onlyArm's-length, DLD-registered transactions — never asking prices. Outliers filtered, recency windowed, every figure source-tagged.

Ranges, not pointsA fair-value range with the dispersion behind it — single-number precision on heterogeneous property is theater we don't ship.

Evidence-scaled cut-offsThe 5-point scale derives its cut-offs from each property's own dispersion — no fixed percentages.

Cross-checked, not single-trackedThe comparable read is checked against an independent rent-and-yield lens; a divergence is shown, not hidden.

Limits said out loudThin evidence means wider ranges and a directional label — never a confident number the data can't carry.

The data

Sources and freshness, stated.

516,000+

DLD-registered sale transactions

5,500,000+

registered rental contracts

1,955

communities mapped

597

developers tracked

DLD transaction registry · registered tenancy contracts · area supply pipeline · UAE macroeconomic data. Refreshed monthly; every report states the as-of date of each source.

See it on a listing — free What's in the report