AI Income Risk · Real Estate
Imatra
ProofIndex score 42/100 (Moderate Risk) · medium confidence
ProofIndex score: 42/100 — Moderate Risk risk.
Scoring period 2026-Q2 · medium data confidence
Imatra (Finland) shows moderate exposure in ProofIndex’s scoring, with a ProofIndex score of 42/100 (Moderate Risk). The biggest contributor is income concentration. This measures how concentrated local income is in higher-paid, AI-exposed work.
Key risk drivers
- Income Concentration — 43/100
- How concentrated local income is in higher-paid, AI-exposed work.
- Housing Leverage — 30/100
- How leveraged local mortgage borrowers are, based on loan-to-value, debt-to-income, and price-to-income.
- Employment Vulnerability — 28/100
- How exposed local jobs are to AI automation, based on the area’s occupation mix.
- 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 + 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 Imatra at risk from AI job losses?
Imatra has moderate exposure and sits near the middle of the covered Finland markets. It scores 42/100 (Moderate Risk) overall, and 28/100 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 Imatra housing market to AI automation?
Imatra scores 42/100 (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 income concentration at 43/100. This measures how concentrated local income is in higher-paid, AI-exposed work. Housing leverage scores 30/100, 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 Imatra with other Finland markets. It cannot be compared directly with markets abroad.
Why is Imatra rated Moderate Risk?
Moderate Risk is the risk tier ProofIndex assigns to a composite score of 42/100. The composite weights employment vulnerability at 35%, income concentration at 25%, housing leverage at 25%, and subtracts local resilience at 15%. For Imatra the risk pillars rank income concentration 43/100, housing leverage 30/100, employment vulnerability 28/100. Confidence in the underlying data for this area is medium.
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