AI Income Risk · Real Estate
Tampere
ProofIndex score 85/100 (Critical) · medium confidence
ProofIndex score: 85/100 — Critical risk.
Scoring period 2026-Q2 · medium data confidence
Tampere (Finland) ranks among the higher-risk markets covered by ProofIndex, with a ProofIndex score of 85/100 (Critical). 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 — 95/100
- How exposed local jobs are to AI automation, based on the area’s occupation mix.
- Income Concentration — 92/100
- How concentrated local income is in higher-paid, AI-exposed work.
- Housing Leverage — 90/100
- How leveraged local mortgage borrowers are, based on loan-to-value, debt-to-income, and price-to-income.
- Resilience Factors — 59/100
- 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 — 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 + 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 Tampere at risk from AI job losses?
Yes. Tampere ranks among the higher-risk Finland markets covered by ProofIndex. It scores 85/100 (Critical) overall, and 95/100 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 Tampere housing market to AI automation?
Tampere scores 85/100 (Critical) on ProofIndex, which blends how exposed local incomes are to AI with how leveraged the local housing market is. The largest contributor is employment vulnerability at 95/100. This measures how exposed local jobs are to AI automation, based on the area’s occupation mix. Housing leverage scores 90/100, based on loan-to-value, debt-to-income, and price-to-income among local borrowers. Local resilience scores 59/100. Savings, benefits, and job diversity reduce the final score. Scores are normalized 0–100 within Finland, so this compares Tampere with other Finland markets. It cannot be compared directly with markets abroad.
Why is Tampere rated Critical?
Critical is the risk tier ProofIndex assigns to a composite score of 85/100. The composite weights employment vulnerability at 35%, income concentration at 25%, housing leverage at 25%, and subtracts local resilience at 15%. For Tampere the risk pillars rank employment vulnerability 95/100, income concentration 92/100, housing leverage 90/100. Confidence in the underlying data for this area is medium.
See the full Tampere report
Full pillar breakdowns, peer benchmarking, and data sources with confidence ratings.
Generate the full report · Explore on the map