Methodology

ListingsMapped is a map-first market intelligence product. This page explains how listing data is collected, normalized, and interpreted before it appears in the product.

Sources

ListingsMapped works from public real estate listing signals gathered from platforms and channels such as OLX.uz, Telegram, and Facebook. Source availability changes over time, and not every source provides the same completeness or reliability.

Normalization

Raw listing data can contain inconsistent pricing formats, room counts, area fields, floor references, duplicate wording, vague location text, and platform-specific noise. ListingsMapped standardizes these fields where possible so they can be compared in a single interface.

Location handling

Many source listings do not provide exact addresses. Map positions may therefore be inferred from district names, landmarks, neighborhoods, or partial location strings. When source text is ambiguous, the result may be approximate or wrong. Users should not treat the map as a substitute for address verification.

Pricing indicators

Rental markers use a room-adjusted score rather than simple price-per-room. Sale markers generally rely on price per square meter where available or derivable. These indicators are intended to help users compare listings visually, not to provide formal appraisals.

Editorial analysis

District guides and market reports combine observed listing data with original editorial interpretation. Where sample sizes are thin, the site should be read directionally rather than as a precise statement of market value.

Limitations

The platform does not guarantee that any listing is current, legitimate, uniquely sourced, or transaction-ready. Public listing markets contain duplicates, stale listings, fraudulent listings, and descriptive errors. All significant decisions should be validated independently.