Mavia Intelligence Standard

The science behind
every score.

MI Score is a multi-layer data engine that cross-references real DLD transactions to produce a defensible investment verdict.

2M+Data Records
4Scoring Pillars
0–10MI Index

01. Data Foundation

Where the data comes from.

Every number traces back to an official source. We establish our baseline on money that actually changed hands.

Official

Dubai Land Department

Every registered property transaction—sale price, date, and type. The gold standard of real estate data.

Update: monthlydubaipulse.gov.ae
Verified

Ejari Rent Registry

Legally registered tenancy contracts—actual signed rents, closing the gap between listing and reality.

Update: continuouslyDubai Gov API
Open Data

RTA Transport Authority

Exact coordinates for metro stations and tram lines to calculate precise connectivity premiums.

Update: quarterlyrta.ae
Open Data

RERA Developer Registry

Licensed developers, complaint histories, and project completion rates for integrity auditing.

Update: monthlyRERA / DLD

Net Yield Shield

Pillar 01

Gross yield is often misleading. We calculate the actual net return—annual Ejari rent minus service charges, maintenance reserves, and historical vacancy.

Model Weight30%

Price Velocity

Pillar 02

We model 10+ years of DLD price index data to ensure an area is appreciating consistently faster than the Dubai market average.

Model Weight25%

Community Pulse

Pillar 03

We score areas by infrastructure growth, including metro proximity, approved projects, and demographic growth trajectory.

Model Weight25%

Builder Integrity

Pillar 04

We analyze RERA complaint rates, historical delivery timelines, and past project ROI for every developer before awarding a score.

Model Weight20%

02. The Logic

Four pillars.One verdict.

Our composite score answers the critical questions that human emotion often overlooks.

03. Operational Pipeline

The calculation journey.

From raw DLD data to a certified MI Score. Every step is automated to ensure absolute impartiality.

01

Property Identification

Each property is matched to its DLD parcel ID, anchoring subsequent data to a legally registered unit.

DLD Parcel IDUnit Registry
02

Comparable Transaction Pull

We retrieve DLD transactions in the same district and size band over the past 24 months for accuracy.

DLD transactionsMin. 10 Comps
03

Rent Verification

We query Ejari for registered tenancy contracts. Portal asking rents are used only as secondary fallback.

Ejari APIBayut Aggregate
04

Pillar Scoring & Weighting

Each pillar is scored independently. The weighted average produces the final, defensible MI Score.

LightGBM modelWeighted Average
05

Label and Publish

Scores are labelled with their data completeness rating—Full, Partial, or Estimated—for total transparency.

Redis CacheTransparency Label

Model Certification

Sample Output.

Validated against 2M+ DLD & Ejari records to ensure the top 5% quality threshold.

8.4/ 10
MI Score
Net Yield Shield8.8
Price Velocity8.1
Community Pulse8.5
Builder Integrity8.0