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AvelinLabs

Labor Market Intelligence API Use Case

Problem

Section titled “Problem”

Occupation and workforce decisions often need market context. A classification result is more useful when it can be paired with demand signals, trending skills, software/technology signals, and location-aware labor-market information.

How AvelinLabs Helps

Section titled “How AvelinLabs Helps”

AvelinLabs exposes five current market reads: top terms, a compact overview, trending skills, trending software/technology terms, and country-level remote-work rates. They can add observed context to an occupation review, dashboard, or planning conversation without turning a posting count into a recommendation.

Why It Is Different

Section titled “Why It Is Different”

Market signals remain contextual evidence. They do not silently become customer policy or an opaque score, and they should be interpreted according to their supported scope and period.

Input Signals

Section titled “Input Signals”

Current queries use:

  • type for skill, software/technology, ability, knowledge, or work-activity terms on /market/top;
  • scope=active|historical and optional country filtering where supported;
  • bounded result limits;
  • adjacent 30-day windows for skill and technology trend growth.

Decision Output

Section titled “Decision Output”

Current outputs include:

  • market summaries
  • top labor-market signals
  • trending skills
  • software/technology demand signals
  • remote-work context

Counts and percentages describe distinct jobs represented in the selected aggregation scope. Trend growth compares two adjacent 30-day windows; a 1.0 growth value can be a zero-baseline bootstrap. These values are directional context, not official employment statistics, hiring counts, or universal totals. Preserve scope, country, counts, and periods when presenting them.

Product Fit

Section titled “Product Fit”

This use case can support market dashboards, occupation intelligence tools, workforce planning, job enrichment, and decision workflows that need labor-market context.

Implement and verify

Section titled “Implement and verify”

Use the Market API reference for request and field limits. Run the matching Python, cURL, PowerShell, Command Prompt, or Postman request from the official examples repository rather than copying a second full example here.