AI Income Risk · Real Estate
Etelä-Pohjanmaa
ProofIndex score 37/100 (Low Risk) · medium confidence
ProofIndex score: 37/100 — Low Risk risk.
Scoring period 2026-Q2 · medium confidence in the underlying data
Etelä-Pohjanmaa (Finland) is relatively insulated in ProofIndex’s scoring, with a ProofIndex score of 37/100 (Low Risk). The biggest contributor is housing leverage — how leveraged local mortgage borrowers are — loan-to-value, debt-to-income, and price-to-income.
Key risk drivers
- Housing Leverage — 47/100
- How leveraged local mortgage borrowers are — loan-to-value, debt-to-income, and price-to-income.
- Employment Vulnerability — 36/100
- How exposed local jobs are to AI automation, based on the area’s occupation mix.
- Resilience Factors — 17/100
- Local economic cushioning — savings, benefits, and job diversity that absorb an income shock.
- Income Concentration — 0/100
- How concentrated local income is in higher-paid, AI-exposed work.
Where this score comes from
Every ProofIndex pillar is computed from published statistics. These are the sources behind this area's score, with the vintage of each and the limitation we know about it.
- 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 Etelä-Pohjanmaa at risk from AI job losses?
Less than most — Etelä-Pohjanmaa is relatively insulated among the Finland markets ProofIndex tracks. It scores 37/100 (Low Risk) overall, and 36/100 on employment vulnerability — how much of the local occupation mix overlaps with work today’s 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 sits in work that AI is changing.
How exposed is the Etelä-Pohjanmaa housing market to AI automation?
Etelä-Pohjanmaa scores 37/100 (Low Risk) on ProofIndex, which blends how exposed local incomes are to AI with how leveraged the local housing market is. The largest single contributor is housing leverage at 47/100 — how leveraged local mortgage borrowers are — loan-to-value, debt-to-income, and price-to-income. Housing leverage — loan-to-value, debt-to-income, and price-to-income among local borrowers — scores 47/100. Local resilience — savings, benefits, and job diversity that absorb an income shock — scores 17/100 and pulls the composite down. Scores are normalized 0–100 within Finland, so this ranks Etelä-Pohjanmaa against other Finland markets rather than against markets abroad.
Why is Etelä-Pohjanmaa rated Low Risk?
Low Risk is the risk tier ProofIndex assigns to a composite score of 37/100. The composite weights employment vulnerability at 35%, income concentration at 25%, housing leverage at 25%, and subtracts local resilience at 15%. For Etelä-Pohjanmaa the risk pillars rank housing leverage 47/100, employment vulnerability 36/100, income concentration 0/100. Confidence in the underlying data for this area is medium.
See the full Etelä-Pohjanmaa report
Full pillar breakdowns, peer benchmarking, and data sources with confidence ratings.
Generate the full report · Explore on the map