AI Income Risk · Real Estate

West Virginia

ProofIndex score 28/100 (Low Risk) · medium confidence

ProofIndex score: 28/100 (Low Risk risk).

Low Risk is this area's band among covered United States markets, not an expected outcome. Confidence (medium) describes how complete and direct the input data is, not how accurate a prediction would be.

Scoring period 2026-Q3 · medium data confidence

West Virginia (United States) is relatively insulated in ProofIndex’s scoring, with a ProofIndex score of 28/100 (Low Risk). The biggest contributor is housing leverage. This measures how leveraged local mortgage borrowers are, based on loan-to-value, debt-to-income, and price-to-income.

Key risk drivers

Resilience Factors: 86/100
Local economic buffers such as savings, benefits, and job diversity that can absorb an income shock.
Housing Leverage: 79/100
How leveraged local mortgage borrowers are, based on loan-to-value, debt-to-income, and price-to-income.
Employment Vulnerability: 13/100
How exposed local jobs are to AI automation, based on the area’s occupation mix.
Income Concentration: 9/100
How concentrated local income is in higher-paid, AI-exposed work.

Where this score comes from

Every ProofIndex pillar uses published statistics. Review the sources behind this area's score, when each was released, and its known limitations.

Modeled EVI limitation: US Employment Vulnerability (EVI) is modeled, not directly measured. It is inferred from ACS sector and education patterns rather than direct BLS OEWS occupation employment. Because EVI contributes 35% of the score, treat this component as directional.

Employment Vulnerability: US Census Bureau + ProofIndex model
Derived ACS occupation proxy · Proxy · State · vintage 2020-2024 ACS 5-year. Occupation exposure is inferred from sector and education signals, not direct OEWS occupation employment.
Income Concentration: US Census Bureau — ACS 5-year
ACS state indicators · Official statistics · State · vintage 2020-2024 ACS 5-year. Official survey data; state-level values can hide MSA-level concentration.
Housing Leverage: Zillow Research + FHFA + BLS LAUS + ProofIndex model
Derived US housing and vacancy pressure · Derived · State · vintage ACS 2020-2024; FHFA/Zillow/BLS through 2026. Home values and HPI momentum are market/official series; rental vacancy pressure is derived from LAUS unemployment and FHFA price momentum, not direct rental vacancy microdata.
Rental Market Exposure: Zillow Research + FHFA + BLS LAUS + ProofIndex model
Derived US housing and vacancy pressure · Derived · State · vintage ACS 2020-2024; FHFA/Zillow/BLS through 2026. Home values and HPI momentum are market/official series; rental vacancy pressure is derived from LAUS unemployment and FHFA price momentum, not direct rental vacancy microdata.
Resilience Factors: US Department of Labor ETA
US safety-net parameters · Official statistics · State · vintage 2026. Statutory and public program parameters; savings and absorption are still proxy estimates.

Frequently asked questions

Is West Virginia at risk from AI job losses?

ProofIndex does not forecast job losses. It measures how exposed local incomes are: a higher score means more of the local wage base comes from work that AI is changing. On that measure, West Virginia is less exposed than most covered United States markets. It scores 28/100 (Low Risk) overall, and 13/100 on employment vulnerability, which measures how much local work overlaps with tasks AI can already do.

How exposed is the West Virginia housing market to AI automation?

West Virginia scores 28/100 (Low Risk) on ProofIndex, which blends how exposed local incomes are to AI with how leveraged the local housing market is. The largest contributor is housing leverage at 79/100. This measures how leveraged local mortgage borrowers are, based on loan-to-value, debt-to-income, and price-to-income. Housing leverage scores 79/100, based on loan-to-value, debt-to-income, and price-to-income among local borrowers. Local resilience scores 86/100. Savings, benefits, and job diversity reduce the final score. Scores are normalized 0–100 within United States, so this compares West Virginia with other United States markets. It cannot be compared directly with markets abroad.

Why is West Virginia rated Low Risk?

Low Risk is the risk tier ProofIndex assigns to a composite score of 28/100. The composite weights employment vulnerability at 35%, income concentration at 25%, housing leverage at 25%, and subtracts local resilience at 15%. For West Virginia the risk pillars rank housing leverage 79/100, employment vulnerability 13/100, income concentration 9/100. Confidence in the underlying data for this area is medium.

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