Employability research
April 2026 — based on 45,377 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.
Out of 2,617 software engineer listings, 563 mention AI and 497 ask for Python. That combo beats even AWS at 366 or SQL at 342, so learn both if you touch code. DevOps shows 219 mentions and 480 engineer openings, with Kubernetes cited 196 times, so infra chops pay. On the business side, 1,786 sales roles and 1,689 ops roles dwarf the 556 marketing posts. Hiring managers flag data analysis 228 times and automation 198 times for these jobs, so spreadsheet and workflow hacks matter. Customer success clocks 419 openings where troubleshooting pops up 167 times, so polish that calm-under-fire routine.
These skills appear together in job postings. Learning them as a set makes you more competitive.
Generated April 18, 2026 — Data from tyomarkkinadata.fi
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