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  • Access to /pulse (weekly public skills ranking by role)
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2,841 AI Product Manager job postings this week mention Python โ€” your roadmap integrates it in week 1.

  • Coursera ML SpecializationDemand 100 โ†‘ +100%
  • Hugging Face CourseDemand 100 โ†‘ +100%
  • AWS ML SpecialtyDemand 63 โ†’ +100%

Data updated on 2026-07-20

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  • Score evolution tracker โ€” compatibility rises as you complete formations
  • Full week-by-week roadmap (12โ€“24 weeks depending on role)
  • Exact job posting counts mentioning each formation this week
  • Alerts when a skill surges in demand for your role
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FeatureFREEOria+
Compatibility quiz + score
/pulse public rankings
Demand Score per formation
Weekly trend (โ†‘/โ†’/โ†“)
Score evolution tracker
Full roadmap
Rising skill alerts

Pricing questions

How we estimate salaries

Salary ranges on Oria are editorial estimates based on public EU job boards (LinkedIn, Indeed, Adzuna), employer career pages, and salary surveys. They reflect gross annual compensation for mid-level roles in Western Europe, updated quarterly. They are not live extracts from our weekly Demand Score pipeline, which tracks skill mentions โ€” not pay.