Methodology

How Living in USA Today Builds Relocation Pages

Living in USA Today publishes relocation pages from a structured dataset, article-level metadata, a shared source registry, and a static build pipeline. The goal is decision support for moving research, not live transactional advice.

What enters the dataset

  • 50 approved state guides are built from state-level relocation records.
  • 594 approved city guides are built from city-level housing, neighborhood, and tax-context records.
  • 100 approved regional guides are built from multi-city and regional screening records.

How state pages are built

Each state starts as structured JSON with tax, housing, climate, and city-summary fields. The state layer can then attach article objects for overview, pros and cons, housing market, job market, schools, daily life, cost of living, taxes, weather, and best cities. When a richer article object is available, the build uses that article. When a richer article object is missing, the build falls back to deterministic template logic so the route still stays structured and machine-readable.

How city pages are built

Each city starts as structured JSON with rent, home price, local sales tax, and neighborhood inputs. City overview pages can use expanded longform content. City sub-intent pages such as cost of living, neighborhoods, job market, daily life, and pros and cons are generated from shared city templates so the site can scale nationally without hand-writing every child route.

How sources are attached

The site uses a shared source registry plus page-level metadata. Official sources are attached where a direct agency, dataset, or public methodology link is available. Common source categories include the U.S. Census Bureau, HUD, BEA, NOAA, FEMA, and state-level tax agencies. Source URLs and retrieval dates are rendered in the page-level trust block when they are present in the registry or page metadata.

How freshness works

Pages can show publication, review, and data-refresh dates. Those dates indicate when the page or article object was reviewed inside the build pipeline, not a promise of continuously updated data. High-volatility topics such as taxes, rent, home prices, insurance-sensitive weather risk, and legal deadlines should still be verified directly before acting.

What the metrics do and do not mean

  • Statewide and citywide medians are screening inputs, not property-level promises.
  • Regional pages narrow the map before city-level verification; regional pages do not replace city or neighborhood research.
  • Ranking pages are sorted only by the displayed metric and should be treated as shortlist tools, not final recommendations.
  • Tools and calculators are planning layers based on the displayed fields and do not replace payroll, underwriting, mortgage, tax, or legal advice.

What advanced users should verify directly

Advanced users should verify effective dates, metro or county scope, and how a statewide figure maps to the actual destination. The most important direct checks usually involve tax administration, rent resets, home-price interpretation, employer fit, neighborhood selection, and hazard-specific local context.

Sources & Methodology

How to read the Methodology page responsibly

Page provenance

  • Published: 2026-04-06
  • Last reviewed: 2026-04-06
  • Data last refreshed: 2026-04-06
  • Author: Living in USA Today Editorial Team
  • Reviewer: Living in USA Today Editorial Team

Methodology

This page for the Methodology page is maintained inside the shared relocation build pipeline. It is written to help users navigate decision paths, not to replace the underlying state, city, or regional guides.

Coverage and limits

This page explains the site-wide page-construction logic, source attachment model, freshness rules, and the limits of relocation screening metrics.

Source status

Source coverage is maintained at the page level when a direct dataset or public reference is available.

Verify before acting

  • Use the Methodology page as a research layer, then open the deeper guide that matches the real decision.
  • Verify volatile claims again before acting on taxes, housing costs, legal rules, or deadlines.
  • Prefer direct agency and dataset sources when a move depends on one number being correct.