Pilot dataOfficial statistics, survey data, and Swedish job ads — 8,874 observations across 22 countries.Methodology
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Data sources

The official statistics, survey, and job-feed sources behind the current pilot, with their legal status and publishing rules.

Last updated: 9 November 2026. This page lists the sources behind the current pilot, the sources approved but not yet connected, and the sources we do not use.

Current status: 8,874 salary observations (including 49 official baseline values) and 1,000 Swedish job ads. 66 country/role groups meet the 30-observation threshold. Only pages with at least 30 observations are published; pages below the threshold are not generated.

Primary sources for published pages

These sources drive the country/role medians shown on published pages.

Stack Overflow Developer Survey 2025

ODbL 1.0. 8,708 self-reported salary observations at country and role level. Basis for most country/role medians. Self-reported, not advertised pay.

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Eurostat Structure of Earnings Survey 2022

Official statistics. 60 official country-level observations for ISCO occupational groups. Used as an official context and comparison baseline.

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JobTech Development (Arbetsförmedlingen, Sweden)

CC0. 1,000 Swedish IT job ads with city, role, and some salary data. Basis for the Swedish job and salary data.

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Official baselines in the database

These official sources are implemented and stored in the database. Their current samples are below the 30-observation publishing threshold, so they serve as context rather than primary page medians.

Nomis / ONS Annual Survey of Hours and Earnings

UK · Open Government Licence. Official UK country-level earnings; occupation detail is not exposed through the Nomis API.

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CBS StatLine

Netherlands · CBS open data. Official Dutch hourly earnings for five ICT occupation groups.

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Statistik Austria Open Data

Austria · CC BY 4.0. SES 2022 gross hourly earnings for ICT professionals.

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Destatis GENESIS

Germany · DL-DE BY 2.0. Official German earnings data; API account and table ID required.

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ILOSTAT

International · CC BY 4.0. Country-level monthly earnings for ISCO 2 professionals.

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OECD

International · attribution. Country-level average wages in USD PPP as context.

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Under review / permission required

These sources will be activated only after a documented review of terms, robots.txt, licence, and database rights.

  • Bundesagentur für Arbeit Jobsuche API (DE)
  • Reed (UK)
  • Landing.Jobs (PT/EU)
  • Ashby, Greenhouse, Lever, Recruitee, Workable, SmartRecruiters (ATS)
  • EURES, NAV Arbeidsplassen, Entgeltatlas, JustJoin.it, NoFluffJobs, DevITjobs

Not used

  • Adzuna — commercial use and derived salary data require a paid licence.
  • LinkedIn, Glassdoor, StepStone, Indeed — their terms prohibit automated collection.

Publishing rules

  • At least 30 observations per published page.
  • At least one approved source; source mix and sample size are disclosed.
  • No individual person or employer data; aggregate values only.
  • Pages below the threshold are not published.
  • Advertised pay is not the same as actual pay.

Read the full methodology