AI Income Risk · Real Estate
Karlovarský kraj
ProofIndex score 31/100 (Low Risk) · medium confidence
ProofIndex score: 31/100 — Low Risk risk.
Scoring period 2026-Q2 · medium confidence in the underlying data
Karlovarský kraj (Czech Republic) is relatively insulated in ProofIndex’s scoring, with a ProofIndex score of 31/100 (Low Risk). The biggest contributor is housing leverage — how leveraged local mortgage borrowers are — loan-to-value, debt-to-income, and price-to-income.
Key risk drivers
- Housing Leverage — 48/100
- How leveraged local mortgage borrowers are — loan-to-value, debt-to-income, and price-to-income.
- Employment Vulnerability — 17/100
- How exposed local jobs are to AI automation, based on the area’s occupation mix.
- Resilience Factors — 15/100
- Local economic cushioning — savings, benefits, and job diversity that absorb an income shock.
- Income Concentration — 1/100
- How concentrated local income is in higher-paid, AI-exposed work.
Where this score comes from
Every ProofIndex pillar is computed from published statistics. These are the sources behind this area's score, with the vintage of each and the limitation we know about it.
- Employment Vulnerability — ČSÚ — VŠPS
- Labour Force Survey occupation mix · Official statistics · Regional · vintage 2024. Occupation mix is direct at regional level; smaller districts may inherit and adjust regional structure.
- Income Concentration — ČSÚ — Czech Statistical Office
- Czech statistical indicators · Official statistics · Regional / district · vintage 2024-2025. Official regional data; some district-level housing inputs are modelled from available market and labor indicators.
- Housing Leverage — ČSÚ — Czech Statistical Office
- Czech statistical indicators · Official statistics · Regional / district · vintage 2024-2025. Official regional data; some district-level housing inputs are modelled from available market and labor indicators.
- Rental Market Exposure — ČSÚ — Czech Statistical Office
- Czech statistical indicators · Official statistics · Regional / district · vintage 2024-2025. Official regional data; some district-level housing inputs are modelled from available market and labor indicators.
- Resilience Factors — ČSÚ — Czech Statistical Office
- Czech statistical indicators · Official statistics · Regional / district · vintage 2024-2025. Official regional data; some district-level housing inputs are modelled from available market and labor indicators.
Frequently asked questions
Is Karlovarský kraj at risk from AI job losses?
Less than most — Karlovarský kraj is relatively insulated among the Czech Republic markets ProofIndex tracks. It scores 31/100 (Low Risk) overall, and 17/100 on employment vulnerability — how much of the local occupation mix overlaps with work today’s 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 sits in work that AI is changing.
How exposed is the Karlovarský kraj housing market to AI automation?
Karlovarský kraj scores 31/100 (Low Risk) on ProofIndex, which blends how exposed local incomes are to AI with how leveraged the local housing market is. The largest single contributor is housing leverage at 48/100 — how leveraged local mortgage borrowers are — loan-to-value, debt-to-income, and price-to-income. Housing leverage — loan-to-value, debt-to-income, and price-to-income among local borrowers — scores 48/100. Local resilience — savings, benefits, and job diversity that absorb an income shock — scores 15/100 and pulls the composite down. Scores are normalized 0–100 within Czech Republic, so this ranks Karlovarský kraj against other Czech Republic markets rather than against markets abroad.
Why is Karlovarský kraj rated Low Risk?
Low Risk is the risk tier ProofIndex assigns to a composite score of 31/100. The composite weights employment vulnerability at 35%, income concentration at 25%, housing leverage at 25%, and subtracts local resilience at 15%. For Karlovarský kraj the risk pillars rank housing leverage 48/100, employment vulnerability 17/100, income concentration 1/100. Confidence in the underlying data for this area is medium.
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Other Czech Republic markets
- Hlavní město Praha — 86/100
- Praha-západ — 82/100
- Praha-východ — 81/100
- Brno-venkov — 80/100
- Brno-město — 78/100
- Jihomoravský kraj — 78/100