AI Income Risk · Real Estate
Ålands skärgård
ProofIndex score 82/100 (Critical) · medium confidence
ProofIndex score: 82/100 (Critical risk).
Critical 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
Ålands skärgård (Finland) ranks among the higher-risk markets covered by ProofIndex, with a ProofIndex score of 82/100 (Critical). The biggest contributor is income concentration. This measures how concentrated local income is in higher-paid, AI-exposed work.
Key risk drivers
- Income Concentration: 93/100
- How concentrated local income is in higher-paid, AI-exposed work.
- Housing Leverage: 93/100
- How leveraged local mortgage borrowers are, based on loan-to-value, debt-to-income, and price-to-income.
- Employment Vulnerability: 90/100
- How exposed local jobs are to AI automation, based on the area’s occupation mix.
- Resilience Factors: 76/100
- 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 + 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 Ålands skärgård 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, Ålands skärgård ranks among the more exposed Finland markets. It scores 82/100 (Critical) overall, and 90/100 on employment vulnerability, which measures how much local work overlaps with tasks AI can already do.
How exposed is the Ålands skärgård housing market to AI automation?
Ålands skärgård scores 82/100 (Critical) on ProofIndex, which blends how exposed local incomes are to AI with how leveraged the local housing market is. The largest contributor is income concentration at 93/100. This measures how concentrated local income is in higher-paid, AI-exposed work. Housing leverage scores 93/100, based on loan-to-value, debt-to-income, and price-to-income among local borrowers. Local resilience scores 76/100. Savings, benefits, and job diversity reduce the final score. Scores are normalized 0–100 within Finland, so this compares Ålands skärgård with other Finland markets. It cannot be compared directly with markets abroad.
Why is Ålands skärgård rated Critical?
Critical is the risk tier ProofIndex assigns to a composite score of 82/100. The composite weights employment vulnerability at 35%, income concentration at 25%, housing leverage at 25%, and subtracts local resilience at 15%. For Ålands skärgård the risk pillars rank income concentration 93/100, housing leverage 93/100, employment vulnerability 90/100. Confidence in the underlying data for this area is medium.
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