Real-estate demand research map at dawn

Real-estate demand research platform

Map-based scenarios that retain assumptions, units, and provenance.

Real-estate demand research

A map-based cockpit supports exploration across areas, radii, segments, and scenarios on top of a reproducible pipeline. The presentation will show the method and interface states with fictional data, not figures or results from audited sources.

The problem

Comparing real-estate supply, areas, and scenarios requires every reading to retain its assumptions, units, and provenance without turning a private snapshot into a public claim.

What was actually built

Map-based exploration of areas, radii, segments, and scenarios with layers and interactive controls.

Book 07

The floor and the ceiling

Demo · synthetic layers
Layer
Auto-rotates
CDMXGDLMTY
NO DATAValle de México · 16 boroughsNO DATAGuadalajara · 6 municipalitiesNO DATAMonterrey · 9 municipalities

Cut

Method example · not a result
Floor10.0Total16.0Δ6.0k homes/yr · synthetic · scenarios base → high 18.5

Reading

Method example · not a result
Absorption
Rising
Household form.
In range
Supply vs floor
Covered
Structural floor · homes/yrThe floor: the minimum demand that household formation sustains.
Total demand · homes/yrThe ceiling: the plate that lifts on top. Computed, not predicted.

The middle band is the difference: the floor peeks out beneath the ceiling, and the wider it is, the farther one is from the other — it is what an investor looks at. No data: a zone with no snapshot coverage; it is drawn and declared, not filled in.

Outlines© OpenStreetMap contributors · ODbL · public geography, realLayersSynthetic · ETL → PostGIS, sample snapshot · SQL + declared methodology, no learned model

No layer is the real study of these cities · No projects, developments or locations · No figures or results from the audited sources are published.

System thread from data to operation
  1. 01

    Map

    A recreated choropleth map uses invented areas and coordinates with a visible scale and filters.

  2. 02

    Scenarios

    A synthetic comparison brings together radii, trends, and empty-data states.

  • The map component implements cartographic market exploration with layers and interaction controls.

Limits of the evidence

  • No figures or results from audited sources are published.

Technology

  • Next.js
  • MapLibre
  • PostgreSQL/PostGIS
  • Python ETL

Do you need to compare territorial scenarios without losing their assumptions and provenance?

Let's talk →