Find Emerging Roles
find_emerging_rolesDetect job roles that are gaining company adoption by comparing current hiring counts against a past window. Shows growing titles and newly detected roles to reveal what companies are suddenly hiring for.
Instructions
Job roles gaining company adoption — which titles are spreading across the market. Analyst tier. Compares each canonical role's company count today against a daily rollup snapshot windowDays ago (default 21) and returns roles that cleared the growth thresholds, plus genuinely NEW titles the classifier just started seeing (how 'Forward Deployed Engineer' was first caught). Use for 'what roles are companies suddenly hiring for?' or 'is the AI-engineer title spreading?'. Defaults: windowDays 21, minCompanies 5, minDelta 2, growthMin 25%, limit 20. Companion: find_emerging_skills for the skill-level signal.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | Max roles to return (default 20) | |
| minDelta | No | Minimum ABSOLUTE company-count gain over the window (default 2). Filters small-base noise. | |
| growthMin | No | Minimum growth percentage over the window (default 25). | |
| windowDays | No | Growth window in days (default 21). Company adoption today is compared against the newest daily snapshot at or before this many days ago. The daily rollup began 2026-07-03 (90-day retention) — if the history is younger than the window, growth is measured over the available span and the response says so. | |
| minCompanies | No | Minimum companies that must currently post the role (default 5). |