AI Income Risk · Real Estate

Burlington-South Burlington, VT

ProofIndex score 70/100 (High Risk) · medium confidence

ProofIndex score: 70/100 (High Risk risk).

High 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

Burlington-South Burlington, VT (United States) ranks among the higher-risk markets covered by ProofIndex, with a ProofIndex score of 70/100 (High 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

Employment Vulnerability: 95/100
How exposed local jobs are to AI automation, based on the area’s occupation mix.
Income Concentration: 92/100
How concentrated local income is in higher-paid, AI-exposed work.
Resilience Factors: 50/100
Local economic buffers such as savings, benefits, and job diversity that can absorb an income shock.
Housing Leverage: 24/100
How leveraged local mortgage borrowers are, based on loan-to-value, debt-to-income, and price-to-income.

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 + FHFA + BLS LAUS + ProofIndex model
Derived US metro housing and vacancy pressure · Derived · MSA · vintage ACS 2020-2024; FHFA/Zillow/BLS through 2026. Metro home values and HPI momentum are combined with parent-state LAUS unemployment; rental vacancy pressure is a derived proxy, not direct rental vacancy microdata.
Rental Market Exposure: Zillow Research + FHFA + BLS LAUS + ProofIndex model
Derived US metro housing and vacancy pressure · Derived · MSA · vintage ACS 2020-2024; FHFA/Zillow/BLS through 2026. Metro home values and HPI momentum are combined with parent-state LAUS unemployment; rental vacancy pressure is a derived proxy, not direct rental vacancy microdata.
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 Burlington-South Burlington, VT 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, Burlington-South Burlington, VT ranks among the more exposed United States markets. It scores 70/100 (High Risk) overall, and 95/100 on employment vulnerability, which measures how much local work overlaps with tasks AI can already do.

How exposed is the Burlington-South Burlington, VT housing market to AI automation?

Burlington-South Burlington, VT scores 70/100 (High 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 95/100. This measures how exposed local jobs are to AI automation, based on the area’s occupation mix. Housing leverage scores 24/100, based on loan-to-value, debt-to-income, and price-to-income among local borrowers. Local resilience scores 50/100. Savings, benefits, and job diversity reduce the final score. Scores are normalized 0–100 within United States, so this compares Burlington-South Burlington, VT with other United States markets. It cannot be compared directly with markets abroad.

Why is Burlington-South Burlington, VT rated High Risk?

High Risk is the risk tier ProofIndex assigns to a composite score of 70/100. The composite weights employment vulnerability at 35%, income concentration at 25%, housing leverage at 25%, and subtracts local resilience at 15%. For Burlington-South Burlington, VT the risk pillars rank employment vulnerability 95/100, income concentration 92/100, housing leverage 24/100. Confidence in the underlying data for this area is medium.

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