AI Income Risk · Real Estate
Keski-Pohjanmaa
ProofIndex score 41/100 (Moderate Risk) · medium confidence
ProofIndex score: 41/100 — Moderate Risk risk.
Scoring period 2026-Q2 · medium data confidence
Keski-Pohjanmaa (Finland) shows moderate exposure in ProofIndex’s scoring, with a ProofIndex score of 41/100 (Moderate 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
- Housing Leverage — 44/100
- How leveraged local mortgage borrowers are, based on loan-to-value, debt-to-income, and price-to-income.
- Employment Vulnerability — 41/100
- How exposed local jobs are to AI automation, based on the area’s occupation mix.
- Resilience Factors — 9/100
- Local economic buffers such as savings, benefits, and job diversity that can absorb an income shock.
- Income Concentration — 8/100
- 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.
- Employment Vulnerability — Statistics Finland — StatFin
- Finnish occupation register · Official statistics · Maakunta · vintage 2023. Direct occupation structure at maakunta level; seutukunta reports may inherit adjusted parent-region mix.
- Income Concentration — Statistics Finland — StatFin
- Finnish income statistics · Official statistics · Seutukunta · vintage 2024. Direct income series at seutukunta level.
- Housing Leverage — Statistics Finland — StatFin
- Finnish property prices · Official statistics · Municipality / seutukunta · vintage 2025. Municipality prices are aggregated to seutukunta where population-weighted coverage is sufficient; remaining areas use derived regional housing estimates.
- Rental Market Exposure — Statistics Finland — StatFin
- Finnish property prices · Official statistics · Municipality / seutukunta · vintage 2025. Municipality prices are aggregated to seutukunta where population-weighted coverage is sufficient; remaining areas use derived regional housing estimates.
- Resilience Factors — Statistics Finland
- Finnish official regional indicators · Official statistics · Maakunta / seutukunta · vintage 2024-2025. Official StatFin series; some seutukunta values use derived transformations where direct series are unavailable.
Frequently asked questions
Is Keski-Pohjanmaa at risk from AI job losses?
Keski-Pohjanmaa has moderate exposure and sits near the middle of the covered Finland markets. It scores 41/100 (Moderate Risk) overall, and 41/100 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 Keski-Pohjanmaa housing market to AI automation?
Keski-Pohjanmaa scores 41/100 (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 housing leverage at 44/100. This measures how leveraged local mortgage borrowers are, based on loan-to-value, debt-to-income, and price-to-income. Housing leverage scores 44/100, based on loan-to-value, debt-to-income, and price-to-income among local borrowers. Local resilience scores 9/100. Savings, benefits, and job diversity reduce the final score. Scores are normalized 0–100 within Finland, so this compares Keski-Pohjanmaa with other Finland markets. It cannot be compared directly with markets abroad.
Why is Keski-Pohjanmaa rated Moderate Risk?
Moderate Risk is the risk tier ProofIndex assigns to a composite score of 41/100. The composite weights employment vulnerability at 35%, income concentration at 25%, housing leverage at 25%, and subtracts local resilience at 15%. For Keski-Pohjanmaa the risk pillars rank housing leverage 44/100, employment vulnerability 41/100, income concentration 8/100. Confidence in the underlying data for this area is medium.
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