AI Income Risk · Real Estate
Koillis-Savo
ProofIndex score 43/100 (Moderate Risk) · medium confidence
ProofIndex score: 43/100 (Moderate Risk risk).
Moderate Risk is this area's band among covered Finland 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
Koillis-Savo (Finland) shows moderate exposure in ProofIndex’s scoring, with a ProofIndex score of 43/100 (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: 63/100
- How leveraged local mortgage borrowers are, based on loan-to-value, debt-to-income, and price-to-income.
- Resilience Factors: 39/100
- Local economic buffers such as savings, benefits, and job diversity that can absorb an income shock.
- Employment Vulnerability: 30/100
- How exposed local jobs are to AI automation, based on the area’s occupation mix.
- Income Concentration: 30/100
- 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 + ProofIndex model
- Derived Finnish local estimate · Proxy · Seutukunta · vintage 2023-2025. Derived from official StatFin regional data because direct local series are incomplete.
- Income Concentration: Statistics Finland — StatFin
- Finnish income statistics · Official statistics · Seutukunta · vintage 2024. Direct income series at seutukunta level.
- Housing Leverage: Statistics Finland + ProofIndex model
- Derived Finnish local estimate · Derived · Seutukunta · vintage 2023-2025. Derived from official StatFin regional data because direct local series are incomplete.
- Rental Market Exposure: Statistics Finland + ProofIndex model
- Derived Finnish local estimate · Derived · Seutukunta · vintage 2023-2025. Derived from official StatFin regional data because direct local series are incomplete.
- Resilience Factors: Statistics Finland + ProofIndex model
- Derived Finnish local estimate · Derived · Seutukunta · vintage 2023-2025. Derived from official StatFin regional data because direct local series are incomplete.
Frequently asked questions
Is Koillis-Savo 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, Koillis-Savo sits near the middle of the covered Finland markets. It scores 43/100 (Moderate Risk) overall, and 30/100 on employment vulnerability, which measures how much local work overlaps with tasks AI can already do.
How exposed is the Koillis-Savo housing market to AI automation?
Koillis-Savo scores 43/100 (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 63/100. This measures how leveraged local mortgage borrowers are, based on loan-to-value, debt-to-income, and price-to-income. Housing leverage scores 63/100, based on loan-to-value, debt-to-income, and price-to-income among local borrowers. Local resilience scores 39/100. Savings, benefits, and job diversity reduce the final score. Scores are normalized 0–100 within Finland, so this compares Koillis-Savo with other Finland markets. It cannot be compared directly with markets abroad.
Why is Koillis-Savo rated Moderate Risk?
Moderate Risk is the risk tier ProofIndex assigns to a composite score of 43/100. The composite weights employment vulnerability at 35%, income concentration at 25%, housing leverage at 25%, and subtracts local resilience at 15%. For Koillis-Savo the risk pillars rank housing leverage 63/100, employment vulnerability 30/100, income concentration 30/100. Confidence in the underlying data for this area is medium.
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