Employability research
September 2026 — based on 252,492 job postings analyzed
We analyze job postings from companies like Stripe, Cloudflare, NVIDIA, Salesforce, Spotify, and 200+ other global growth companies. AI classifies every posting into skills, professions, industries, and seniority levels to show what the market actually demands right now.
AI shows up in 3,708 postings in August 2026 (87.4 per 1,000). Python, cloud, machine learning and cybersecurity all clear the 20-per-1,000 line, so technical ads keep circling around data-heavy stacks.
Non-tech is just as busy. Customer Service appears in 2,988 postings (70.5 per 1,000), Sales in 2,964 and B2B SaaS in 2,688. Project Management lands 1,094 mentions. On the role side Software Engineer still tops at 4,521 postings, but Account Executive is next with 2,566 and Operations with 1,332.
These skills appear together in job postings. Learning them as a set makes you more competitive.
Generated September 26, 2026 — Data from tyomarkkinadata.fi
The full Työmarkkinadata platform has AI chat, real-time filtering, and training recommendations.