JOB RESEARCH
How to Compare Job Descriptions and Find the Skills Employers Repeat
Build a clean sample, normalize equivalent wording, count each pattern once per job, and keep evidence separate from interpretation.
SCAN CAREERS / GUIDES
Use these guides to compare job descriptions without turning a small sample into a market-wide claim. Each article separates source evidence, interpretation, and product limitations.
01 / START HERE
Published and maintained by Scan Careers.
Build a clean sample, normalize equivalent wording, count each pattern once per job, and keep evidence separate from interpretation.