Career Atlas
Skill
automation
1,413
résumés have it
231
roles span it
1.5%
of all résumés
automation appears in 1,413 U.S. résumés — 1.5% of all résumés — and spans 231 different roles. People who list it most often also carry Gather Requirements, Cicd, Test Cases.
Based on Futureful's analysis of 102,822 U.S. résumés (2026).
Commonly paired with
The skills that people who have automation most often also carry, ranked by how strongly they co-occur. Great for planning what to learn next.
Roles that use Automation
The roles where this skill shows up most, ranked by how many people in the role have it. Tap one to see its full skill fingerprint and career paths.
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