Job Radar Austria
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Austrian adaptation

Based on Andrej Karpathy's original US Job Market Visualizer, rebuilt for Austria with its own data foundation, occupation-first structure, and local sources.

View original projectSource on GitHub

Core data: Eurostat + Statistics Austria. References: AMS, WKO, WIFO.

The primary analysis runs on ISCO occupation groups and ISCO families. ÖNACE 2025 remains the supporting sector view; VSE 2022 earnings were collected under ÖNACE 2008 codes, structurally identical at the A-S section level.

Independent, non-official adaptation.

No affiliation with the WKO, AK, AMS, WIFO, Statistik Austria, or any other Austrian organisation or government body. No affiliation with the U.S. Bureau of Labor Statistics (BLS), and no BLS data is used.

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Adapted for Austria by webconsulting.atLast updated 30 March 2026, 12:08© 2026 webconsulting business services gmbh
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ISCO 22 · ÖNACE Q

Doctors & medical specialists

Professionals · Q86 · ÖNACE Q Sector

AI impact
5/10
Employees
156,773
Median gross annual earnings
€65,196
~€5,433 / month (estimated)
Education
Doctoral/PhD

Supplementary Structure of Earnings Survey (VSE 2022)

Statistik Austria earnings survey — gross hourly medians for ISCO-08 22 (full-time, all genders). “Employees”: LFS/Mikrozensus (ISCO) with NACE weighting; pay: VSE sample — different survey bases.

Gross hourly median
€26.79
Quartiles (Q25–Q75)
€20.47 – €38.60
Estimated annual gross (×2,080 hours, excl. 13th/14th month salary)
€55,723
VSE sample size
32,750

Classification

ISCO major group
Professionals
Sector context
Q86 · ÖNACE Q

AI impact rationale

Diagnostics is increasingly AI-supported (medical imaging analysis, differential diagnosis, laboratory interpretation). Physical examination, surgical procedures, and patient communication require manual execution and clinical judgement. Approximately 40% digital task share.

Source, methodology, and reproducibility

Employment
Eurostat lfsa_egai2d (2024) · ISCO-08 22 · 194,900 employed
Survey
LFS/Mikrozensus AKE
NACE weight
80.4% · nama_10_a64_e · NACE Q86
Pay
VSE 2022 · ISCO-08 22 · €26.79/h median × 2080h × 1.17
Formula
hourly median × 2,080 h × 1.17 (13th/14th salary)
Pipeline
generate-occupations.ts · deterministic · OGD · 99 hypothesis-driven verification tests