AI Income Risk · Real Estate
Etelä-Karjala
ProofIndex score 58/100 (Moderate Risk) · medium confidence
ProofIndex score: 58/100 — Moderate Risk risk.
Scoring period 2026-Q2 · medium data confidence
Etelä-Karjala (Finland) shows moderate exposure in ProofIndex’s scoring, with a ProofIndex score of 58/100 (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
- Employment Vulnerability — 67/100
- How exposed local jobs are to AI automation, based on the area’s occupation mix.
- Housing Leverage — 51/100
- How leveraged local mortgage borrowers are, based on loan-to-value, debt-to-income, and price-to-income.
- Income Concentration — 30/100
- How concentrated local income is in higher-paid, AI-exposed work.
- Resilience Factors — 6/100
- Local economic buffers such as savings, benefits, and job diversity that can absorb an income shock.
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 Etelä-Karjala at risk from AI job losses?
Etelä-Karjala has moderate exposure and sits near the middle of the covered Finland markets. It scores 58/100 (Moderate Risk) overall, and 67/100 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 Etelä-Karjala housing market to AI automation?
Etelä-Karjala scores 58/100 (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 67/100. This measures how exposed local jobs are to AI automation, based on the area’s occupation mix. Housing leverage scores 51/100, based on loan-to-value, debt-to-income, and price-to-income among local borrowers. Local resilience scores 6/100. Savings, benefits, and job diversity reduce the final score. Scores are normalized 0–100 within Finland, so this compares Etelä-Karjala with other Finland markets. It cannot be compared directly with markets abroad.
Why is Etelä-Karjala rated Moderate Risk?
Moderate Risk is the risk tier ProofIndex assigns to a composite score of 58/100. The composite weights employment vulnerability at 35%, income concentration at 25%, housing leverage at 25%, and subtracts local resilience at 15%. For Etelä-Karjala the risk pillars rank employment vulnerability 67/100, housing leverage 51/100, income concentration 30/100. Confidence in the underlying data for this area is medium.
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