AI Income Risk · Real Estate

Cleveland, OH

ProofIndex score 47/100 (Moderate Risk) · medium confidence

ProofIndex score: 47/100 — Moderate Risk risk.

Scoring period 2026-Q2 · medium data confidence

Cleveland, OH (United States) shows moderate exposure in ProofIndex’s scoring, with a ProofIndex score of 47/100 (Moderate Risk). The biggest contributor is employment vulnerability. This measures how exposed local jobs are to AI automation, based on the area’s occupation mix.

Key risk drivers

Resilience Factors — 91/100
Local economic buffers such as savings, benefits, and job diversity that can absorb an income shock.
Employment Vulnerability — 57/100
How exposed local jobs are to AI automation, based on the area’s occupation mix.
Housing Leverage — 54/100
How leveraged local mortgage borrowers are, based on loan-to-value, debt-to-income, and price-to-income.
Income Concentration — 46/100
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 MSA occupation proxy · Proxy · MSA · vintage 2020-2024 ACS 5-year. MSA occupation exposure is inferred from local education and parent-state sector mix.
Income Concentration — US Census Bureau — ACS 5-year
ACS MSA indicators · Official statistics · MSA · vintage 2020-2024 ACS 5-year. Official survey data at metro level; occupation exposure still uses derived sector/education mapping.
Housing Leverage — Zillow Research
Zillow metro home value index · Market data · MSA · vintage May 2026 file release. Market data series for metro home values; some credit and rent inputs are modelled.
Rental Market Exposure — Zillow Research
Zillow metro home value index · Market data · MSA · vintage May 2026 file release. Market data series for metro home values; some credit and rent inputs are modelled.
Resilience Factors — US Department of Labor ETA + ProofIndex model
US metro resilience estimate · Derived · MSA · vintage 2026. Derived from state-level safety-net parameters and metro labor-market characteristics.

Frequently asked questions

Is Cleveland, OH at risk from AI job losses?

Cleveland, OH has moderate exposure and sits near the middle of the covered United States markets. It scores 47/100 (Moderate Risk) overall, and 57/100 on employment vulnerability, which measures how much local work overlaps with tasks AI can already do. ProofIndex measures how exposed local incomes are, not how many jobs will go: a higher score means more of the local wage base comes from work that AI is changing.

How exposed is the Cleveland, OH housing market to AI automation?

Cleveland, OH scores 47/100 (Moderate Risk) on ProofIndex, which blends how exposed local incomes are to AI with how leveraged the local housing market is. The largest contributor is employment vulnerability at 57/100. This measures how exposed local jobs are to AI automation, based on the area’s occupation mix. Housing leverage scores 54/100, based on loan-to-value, debt-to-income, and price-to-income among local borrowers. Local resilience scores 91/100. Savings, benefits, and job diversity reduce the final score. Scores are normalized 0–100 within United States, so this compares Cleveland, OH with other United States markets. It cannot be compared directly with markets abroad.

Why is Cleveland, OH rated Moderate Risk?

Moderate Risk is the risk tier ProofIndex assigns to a composite score of 47/100. The composite weights employment vulnerability at 35%, income concentration at 25%, housing leverage at 25%, and subtracts local resilience at 15%. For Cleveland, OH the risk pillars rank employment vulnerability 57/100, housing leverage 54/100, income concentration 46/100. Confidence in the underlying data for this area is medium.

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