AI Income Risk · Real Estate
Pohjois-Karjala
ProofIndex score 45/100 (Moderate Risk) · medium confidence
ProofIndex score: 45/100 — Moderate Risk risk.
Scoring period 2026-Q2 · medium data confidence
Pohjois-Karjala (Finland) shows moderate exposure in ProofIndex’s scoring, with a ProofIndex score of 45/100 (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 — 60/100
- How exposed local jobs are to AI automation, based on the area’s occupation mix.
- Housing Leverage — 32/100
- How leveraged local mortgage borrowers are, based on loan-to-value, debt-to-income, and price-to-income.
- Resilience Factors — 25/100
- Local economic buffers such as savings, benefits, and job diversity that can absorb an income shock.
- Income Concentration — 20/100
- 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 Pohjois-Karjala at risk from AI job losses?
Pohjois-Karjala has moderate exposure and sits near the middle of the covered Finland markets. It scores 45/100 (Moderate Risk) overall, and 60/100 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 Pohjois-Karjala housing market to AI automation?
Pohjois-Karjala scores 45/100 (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 60/100. This measures how exposed local jobs are to AI automation, based on the area’s occupation mix. Housing leverage scores 32/100, based on loan-to-value, debt-to-income, and price-to-income among local borrowers. Local resilience scores 25/100. Savings, benefits, and job diversity reduce the final score. Scores are normalized 0–100 within Finland, so this compares Pohjois-Karjala with other Finland markets. It cannot be compared directly with markets abroad.
Why is Pohjois-Karjala rated Moderate Risk?
Moderate Risk is the risk tier ProofIndex assigns to a composite score of 45/100. The composite weights employment vulnerability at 35%, income concentration at 25%, housing leverage at 25%, and subtracts local resilience at 15%. For Pohjois-Karjala the risk pillars rank employment vulnerability 60/100, housing leverage 32/100, income concentration 20/100. Confidence in the underlying data for this area is medium.
See the full Pohjois-Karjala report
Full pillar breakdowns, peer benchmarking, and data sources with confidence ratings.
Generate the full report · Explore on the map