EQR-RS-2026-0417 · VERSION 2.1
VERIFIED RECORDOPEN DATACC BY 4.0

Measuring neighbourhood heat vulnerability with open urban data.

A reproducible composite index tested across 42 metropolitan areas and six climate zones.

Amina RahmanLuis TorresShan WeiMaya Okafor
Urban Data Lab · Institute for Climate Systems · Open Cities Network
01 / ABSTRACT

Neighbourhood vulnerability is an interaction, not a temperature.

We construct and validate an open, reproducible heat-vulnerability index that combines surface temperature, night-time persistence, housing, mobility, canopy and service access.

The index is evaluated across 12.4 million urban blocks in 42 metropolitan areas. It improves identification of high-risk neighbourhoods compared with temperature-only approaches and remains directionally stable across six climate zones.

All processing steps, source transformations and sensitivity tests are published as a versioned data package.

02 / FINDINGS

Three results change the operating picture.

3.8×

Higher risk when low canopy overlaps with poor housing performance.

61%

Of high-risk blocks are missed by citywide temperature thresholds alone.

84%

Directional stability across alternative index weightings.

RELATIVE CONTRIBUTION TO COMPOSITE RISKNORMALISED / MEDIAN
Housing0.86
Night heat0.78
Canopy0.65
Mobility0.48
Services0.42
03 / METHODS

A transparent, versioned measurement chain.

Variables were selected through literature review, expert consultation and preregistered sensitivity criteria. Each source is transformed to a common block-level grid and normalised within climate zones.

DESIGN

Cross-sectional comparative geospatial analysis with out-of-sample validation.

UNIT

Urban block, aggregated to neighbourhood for public reporting.

SAMPLE

12.4 million blocks across 42 metropolitan areas.

VALIDATION

Emergency health utilisation, reported indoor exposure and field sensor subsets.

SENSITIVITY

1,000 weighting combinations plus source-removal tests.

View preregistered analysis deviations

Two source layers were replaced after coverage checks. Both substitutions were documented before outcome validation and did not alter primary conclusions.

04 / DATA & CODE

Reproduce the record.

ZIP

Equors heat vulnerability package v2.1

Processing scripts, source manifest, derived block index and validation notebook.

426 MB · SHA256 VERIFIED
Access note. Derived data and code are open. Two underlying municipal sources require separate registration and are represented by reproducible fetch scripts.
05 / PEER REVIEW

The review record.

ROUND 1 · TWO REVIEWERS

Major revision: clarify index construction and external validation.

VIEW REVIEW REPORTS →
AUTHOR RESPONSE

Weighting sensitivity, preregistration deviations and validation expanded.

VIEW RESPONSE MATRIX →
ROUND 2 · VERIFIED

Methods and claims accepted with minor editorial changes.

VIEW DECISION →
06 / VERSIONS

Version history.

2.108 JUL 2026

Final copy edit and machine-readable citation metadata.

CURRENT
2.020 JUN 2026

Accepted version with expanded validation and sensitivity analysis.

COMPARE
1.102 MAY 2026

Author revision and response to reviewer comments.

COMPARE
1.012 MAR 2026

Original submitted manuscript.

VIEW