Career Atlas · GT Center for Lifelong Learning prototype
See the skills employers are hiring for — and the GT courses that teach them.
Career Atlas connects three layers of workforce data: what employers need (O*NET skills data), where the demand is (Georgia high-demand occupations and registered apprenticeships), and what Georgia Tech teaches (the official course catalog, semantically matched to the skill data). It is a prototype built for the GT Center for Lifelong Learning.
The four things it does
How it works
Semantic skill ↔ course matching
Occupation skills and GT course descriptions are embedded (BGE language-model embeddings, Cloudflare Workers AI / gt-course-data) and matched by cosine similarity. Every occupation page pins the top matched courses; the Courses tab shows the full ranking with match percentages and reverse course→occupation matches.
Market Research reports
Ask a market question; the system collects web sources (Exa search), dedupes them, and an LLM (Ollama Cloud) writes a 12-section citation-backed report with a verifiable source list. Sections can be edited and regenerated per section.
Learning Materials export
Any occupation can be exported to the Learning Materials Pipeline, which turns the occupation’s skill data into teachable modules with lesson scripts — the curriculum-building step of the story.
Where the data comes from
O*NET Web Services
U.S. Dept. of Labor, Employment & Training Administration
The core occupational database — 1,016 occupations with skills, knowledge, abilities, tasks, work styles, interests, education, and wage data.
Learn moreDOL Apprenticeship records
U.S. Department of Labor
Registered apprenticeship records matched to O*NET occupations, surfacing starting and exit wages, industry, and union status.
Learn moreGeorgia labor market
State of Georgia
Georgia-specific high-demand occupation lists and wage data, used to flag in-demand careers and state-level earning context.
Learn moreGeorgia Tech course catalog
GT Courseleaf catalog via gt-course-data
The official GT course catalog, embedded with BGE language models and semantically matched to the occupation skills data.
Learn moreO*NET Web Services data used under CC BY 4.0. Market-research reports carry their own per-section source lists; treat all figures as directional estimates from the cited sources.
Data roadmap: what comes next, phase by phase