Job Requirements
A filtered look at skill demand, experience, and co-occurrence.
This page answers what skills dominate each job family, how those skills compare across families, and which combinations are often required together
Dataset overview
Total jobs
Loading...Jobs with skills
Loading...Unique skills
Loading...Coverage note: Skills data is available for approximately ~85% of offers. Skill rankings reflect only jobs where skills are specified in the job description and should be interpreted as signals, not an exhaustive census.
Top K skills by job family
Share of filtered offers with extracted skills mentioning each skill.
No skill data for this selection.
Comparing skills between job families
Compare two families with a balanced top-K skill selection.
No skill data for this combination.
Skill co-occurrence matrix
Replace any slot to explore custom skill bundles, and pick the similarity calculation method you want.
These measures describe observed co-occurrence, not causation or a recommendation that one skill requires another.
No co-occurrence data for these skills.
Required experience by job family
Required experience mix per job family
Share of postings with a given YoE required (among offers where experience requirements are specified).
The 8+ category combines postings requiring 8–11 and 12+ years of experience.
No experience data available.