Moonlight Capital LLC / Qualora

About

Qualora Data Labs turns messy workforce learning and labor-market material into structured datasets for AI training, evaluation, RAG, workforce analytics, and skills intelligence.

Our core asset is the Qualora Workforce Skills Graph: a cleaned derivative graph connecting vocational courses, lessons, Bloom-tagged assessments, learning objectives, skills, occupations, salary context, source provenance, and crosswalks such as ESCO, O*NET, SOC, and CIP where available. The source layer is predominantly U.S. Department of Labor TAACCCT / SkillsCommons CC BY 4.0 courseware, with attribution and license metadata preserved per record. Qualora licenses its structured derivative dataset and graph, not the underlying open courseware.

Current coverage includes 2,003 structured courses, 988 live published courses, 17,985 lessons, 140,422 learning objectives, 188,832 labeled quiz questions, 191,695 exam/question-bank items, 43,129 interactive activities, 2,619 skills, 447 careers, 360 source institutions, and 23,917 graph edges.

High-value licensing slices include OSHA, HAZWOPER, workplace safety, EHS, healthcare, HIM, medical coding, allied health, HIPAA, ESCO-aligned skills and occupations, IT, cybersecurity, manufacturing, skilled trades, energy, construction, logistics, business, agriculture, environmental technology, emergency response, hospitality, and culinary workforce training.

Buyer use cases include LLM fine-tuning and evaluation, skill taxonomy enrichment, RAG corpora, course-to-career recommendation, workforce planning, HR analytics, credential pathway analysis, and internal training intelligence.

Each lane can be packaged as a focused dataset with relevant courses, lessons, assessment items, learning objectives, skills, career mappings, source provenance, and graph edges. Buyers can request a lane-specific sample, schema-only preview, or narrower slice by role, skill cluster, Bloom level, assessment type, source institution, license filter, or delivery format.

Sample data and the live field overview are available at https://qualora.io/data-labs.