Data Sources

All data in this visualization comes from official, freely accessible sources. Here you can see exactly where the numbers come from — including direct download links.

Official Austrian data sources used in this visualization.

Primary Data Sources (directly used)

These three datasets are automatically downloaded and fed into the visualization. All download links lead directly to the official files.

Eurostat — Employment by NACE sector
nama_10_a64_e (2024)

Official EU employment statistics: how many people work in each industry sector in Austria.

What we use from this: Total employment per NACE Rev.2 sector (e.g. Manufacturing, IT, Health, etc.)

JSON API(JSON)
License: Eurostat copyright policy (free reuse with attribution)
Statistik Austria — Earnings by sector
OGD_veste401_Veste401_1

Official Austrian earnings survey: what people earn per hour in each industry, broken down by sector.

What we use from this: Gross hourly median pay by ÖNACE sector (full-time workers, all genders)

Data CSV(CSV)Sector codes CSV(CSV)
License: CC-BY 4.0 Statistik Austria
Statistik Austria — Earnings by occupation
OGD_veste403_Veste403_1

Official Austrian earnings survey: what people in specific occupations earn (e.g. nurses, software developers, teachers).

What we use from this: Gross hourly median pay by ISCO-08 occupation group (full-time workers, all genders)

Data CSV(CSV)Occupation codes CSV(CSV)
License: CC-BY 4.0 Statistik Austria

How We Process the Data

  • Employment: Sector totals taken directly from Eurostat (exact). Split into individual occupations = estimated proportions within sectors.
  • Salaries: Median gross hourly pay from VSE 2022 × 2,080 hrs/year × 1.17 (13th + 14th salary) = annual gross salary.
  • AI Exposure: Estimated via LLM (same methodology as Karpathy's original). Not empirical measurement, but an informed estimate.
  • Job Outlook: Qualitative estimates based on WIFO and AMS reports.

Additional Reference Sources

AMS — Arbeitsmarktservice Österreich

Monthly labor market reports: registered unemployment, employment figures, vacancies

Statistik Austria — Labour Market

Labour Force Survey, register-based statistics, job vacancy statistics

WKO — Wirtschaftskammer Österreich

Employment statistics by chamber system, industry data, ÖNACE classification

Statistik Austria — Open Data

Open government data portal with CSV/JSON/API access

BMAW — Bundesministerium für Arbeit und Wirtschaft

Federal Ministry labor market data and reports

Additional Sources

  • • ÖNACE 2025 Classification: WKO PDF | Statistik Austria EN
  • • Eurostat Labour Market: EURES Austria
  • • IMF World Economic Outlook 2025 (GDP per capita, PPP comparisons)
  • • OECD Employment Outlook (working hours, labor force participation)
  • • Statistik Austria Allgemeiner Einkommensbericht 2024 (salary data)
  • • WIFO (Wirtschaftsforschungsinstitut) labor market projections 2025-2030