U.S. Cost Pressure by Location

Burden • Change • Offset

Update Cadence

Refresh Policy And Run Status

CostPressureIQ is maintained with repeatable ingest pipelines that update geographic coverage, score snapshots, and component-level diagnostics. This page describes how update cycles work and surfaces recent ingestion outcomes.

Current State

Latest Successful Refresh

Source

acs5_cost_pressure_snapshots

Started

2026-02-26

Records Upserted

207,114

Run History

Recent Ingestion Runs

Ingestion runs capture source-specific pipeline status, record volumes, and error counts. This log is provided for transparency around data freshness and operational health.

acs5_cost_pressure_snapshots

Started 2026-02-26 • Finished 2026-02-26

Succeeded

Records read: 41,067

Records upserted: 207,114

Records errored: 0

as_of=2024-12-31; methodology=v1-acs5-2024; snapshots=34519; components=172595

acs5_cost_pressure_snapshots

Started 2026-02-26 • Finished 2026-02-26

Succeeded

Records read: 41,067

Records upserted: 207,114

Records errored: 0

as_of=2024-12-31; methodology=v1-acs5-2024; snapshots=34519; components=172595

us_cities_csv

Started 2026-02-26 • Finished 2026-02-26

Succeeded

Records read: 31,254

Records upserted: 34,519

Records errored: 0

states=52, counties=3213, cities=31254

us_cities_csv

Started 2026-02-26 • Finished 2026-02-26

Succeeded

Records read: 31,254

Records upserted: 34,519

Records errored: 0

states=52, counties=3213, cities=31254

Cadence Policy

How Content Refresh Works

Geographic coverage is refreshed when source location datasets are updated and normalized into canonical state, county, and city route structures.

Cost pressure snapshots are recomputed after ingest runs so Sustainability Score and component pressure outputs remain synchronized with the latest available source windows.

When source gaps occur, fields degrade transparently to INSUFFICIENT_DATA rather than introducing speculative estimates.

Content Path

Use Fresh Data In Context

After confirming refresh health, move through state, county, and city pages to compare outcomes at each geographic level, then validate interpretation assumptions with methodology and source documentation.