U.S. Cost Pressure by Location

Burden • Change • Offset

Data Sources

Source Transparency

CostPressureIQ prioritizes reproducible public datasets that can be updated at national scale and mapped consistently across state, county, and city pages. This page exposes the current public source snapshot instead of treating data freshness as a backend-only detail.

Verified Current Sources

Pressure Pulse Provenance

Separate from annual scoring

County/state covered-job wage source dates and inherited geography labels are shown on individual location pulse cards.

Source Snapshot

Current Public Data State

Published-source status

Snapshot Date

2024-12-31

Methodology

v1.1-acs5-2024

Scored Geographies

34,160

34,519 canonical locations loaded

Component Rows

170,800

Five PressureComponents per scored geography

States

51 scored snapshots from 52 loaded locations.

Counties

3,136 scored snapshots from 3,213 loaded locations.

Cities

30,973 scored snapshots from 31,254 loaded locations.

The annual score layer is anchored to the latest complete national ACS release. Current electricity, wage, and CPI context is displayed separately with its own source date and geographic resolution; it does not restate the annual score.

Coverage limitation: the annual EIA residential-electricity series used by v1.1 covers the 50 states and D.C., not a comparable Puerto Rico series. Puerto Rico routes remain canonical and show an availability notice rather than a substituted score or ranking.

Primary Inputs

Current Production Sources

Bridge Proxies

Signals That Are Intentionally Labeled As Proxies

Insurance Pressure

Currently represented through ACS owner-cost burden proxy and movement. It does not yet claim nationally consistent premium-level insurance data.

Utility Pressure

Uses state residential-electricity price data. County and city pages state that source resolution explicitly rather than claiming a local utility bill.

Essential Housing Burden

Displayed as Essential Housing Burden and based on ACS renter-burden data, not a complete grocery, healthcare, transportation, or childcare basket.

Refresh Cadence

Update Process And Readiness

Failed

Geography tables are ingested from local source files and normalized to canonical state, county, and city route structures.

Cost pressure snapshots are rebuilt from ACS releases using repeatable ingestion scripts and a versioned methodology tag. The current loaded tag is v1.1-acs5-2024.

Source refreshes are validated before publication. A failed or incomplete source run keeps the last verified public record rather than replacing it with an estimate.

Latest recorded run: current_pressure_pulse on 2026-10-18 with 3,325 records upserted. Operational details remain in protected logs; public pages report source periods, coverage, resolution, and verified status instead.

Content Path

Where To Go Next

Once sources are reviewed, continue into live geography pages to evaluate how source-driven signals translate into sustainability and pressure scores across states, counties, and cities.