Research dashboard
Descriptive indicators of AI-related demand by country, occupation and skill, alongside career-stage, work-arrangement and advertised-condition measures. Source coverage and classification evidence accompany the indicators.
AI skills and labour-market research
AI Skills Observatory
The AI Skills Observatory monitors employer demand for artificial intelligence skills through online job advertisements in Latvia, Lithuania, Estonia, Sweden and Finland. Daily collection supports comparative analysis of AI-related skill requirements across occupations and labour markets.
Detailed indicators and research-database access are available to approved researchers.
Data and research
Indicators and
database access
Research database (MCP)
Approved researchers can query the underlying observations through read-only MCP tools. Structured records and stored vacancy text support reproducible analysis and classification audits.
Measurement and coverage
AI-related advertisements include employer requirements, preferences or willingness-to-learn signals for AI use in any role. The headline indicator also includes AI-adjacent skill evidence; it is distinct from potential occupational exposure to AI.
The country figures use the latest saved daily snapshot: AI-related ads divided by classified active ads, with concurrent copies counted once within each country and later reposts kept separate. They describe monitored online vacancy sources, not all national vacancies, realised AI adoption or employment outcomes. Source markets can include positions abroad.
Snapshot scope and provenance
Snapshot definition: ai-related-active-episode-v3. Inspect the country counts, observation dates and calculation. The dashboard provides source-level coverage and classification evidence. Differences in source composition affect comparisons between countries.