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Qualora U.S. Workforce Intelligence Graph
Model Evaluation & Benchmarking
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£50,000
About
Qualora U.S. Workforce Intelligence Graph is a premium, machine-ready U.S. workforce intelligence dataset for AI teams that need workforce, career, training, education, assessment, labor-market, and safety data already cleaned, labeled, and organized for machine use.
The commercial package covers courses, lessons, learning objectives, Bloom-tagged assessments, skills, career mappings, salary context, credential context, source provenance, and course-to-skill-to-career graph edges, plus a separately calibrated occupational-safety consequence graph. It is built for model training, model evaluation, RAG enrichment, career-path reasoning, training recommendation, skills matching, curriculum intelligence, workforce analytics, and assessment generation.
This is not a raw scraped text dump. The commercial value is the curation layer: structured records, labeled assessment density, course-to-skill-to-career relationships, source lineage, data dictionaries, manifest discipline, and export-ready schemas. Buyers use it to cut the cleaning, labeling, ontology-mapping, and QA work required to build workforce AI pipelines from raw education sources.
The full current-graph commercial snapshot is EUR 50,000, delivered as a licensee-specific machine-ready export or managed access after terms. An annual refresh license with quarterly refreshes and vintage updates can be quoted around EUR 65,000 to EUR 70,000. Scoped exports can be priced from EUR 10,000 by industry lane, occupation family, skill cluster, assessment type, Bloom level, source/license filter, schema field, or buyer use case. Scoped slice fees can be credited toward a full-graph license within 12 months when commercially appropriate. Enterprise/API/custom enrichment licensing is quoted by agreement above the public full-graph anchor. The public download is an evaluation preview for inspection only.
Industry-specific slices can be quoted when requested using Qualora's current industry taxonomy, including healthcare/HIM, IT and cybersecurity, manufacturing and industrial, engineering and electronics, environmental health and safety, construction and trades, energy and utilities, transportation and logistics, business and management, and adjacent workforce lanes as coverage grows.
Commercial licenses prohibit resale, redistribution, sublicensing, public reposting, and use as a standalone competing dataset marketplace product. Full exports should be delivered through managed access or licensee-specific archives after terms, not as an unrestricted public download.
Scale signals
Qualora U.S. Workforce Intelligence Graph: approximately 92M structured tokens across ~2,200 courses, ~19,800 lessons, 155k+ learning objectives, 211k+ labeled quiz questions, 211k+ exam/question-bank items, 48k+ interactive activities, 2,600+ skills, 447 career records (113 fully mapped, plus a reference-occupation universe), and 33k+ course-to-skill-to-career graph edges, plus a separate safety consequence graph. Full current-graph snapshot from EUR 50,000. Annual refresh license with quarterly refreshes and vintage updates available around EUR 65,000 to EUR 70,000. Named vertical, taxonomy, and industrial-lane slices from EUR 10,000, with eligible slice fees creditable toward full graph within 12 months. Preview attachment includes representative sample files, schema, manifest, data dictionary, provenance notes, and license notes.
Buyer use cases
- Pre-training or continued training on workforce, training, and career-domain material.
- Supervised fine-tuning or evaluation on assessment reasoning, Bloom labels, learning objectives, and workforce skills.
- RAG corpus enrichment for education, career guidance, HR tech, and workforce planning.
- Skills-graph construction, occupation-to-skill matching, and career-pathway reasoning.
- Curriculum mapping, course-coverage analysis, training recommendation, assessment generation.
- Benchmarking model performance on practical workforce knowledge instead of generic web text.
Differentiators
- Machine-ready schemas instead of raw course files.
- Labeled assessment density, not only long-form text.
- Course-to-skill-to-career graph structure, plus a separate occupational-safety consequence graph.
- Source lineage and license posture carried through export fields.
- Buyer-defined slices and custom delivery.
- Designed to reduce preprocessing, labeling, ontology alignment, and validation work.
Delivery and license posture
Full product: licensee-specific commercial bulk export or scoped data room after terms, EUR 50,000 for the full current-graph snapshot. Annual product: refresh license with quarterly refreshes, vintage updates, and delivery manifests around EUR 65,000 to EUR 70,000. Scoped product: narrower lane/slice exports can start at EUR 10,000 when the buyer does not need the full graph, and eligible slice fees can be credited toward full graph within 12 months. Enterprise/API/custom enrichment licensing is quoted separately. Commercial licenses prohibit resale, redistribution, sublicensing, public reposting, and use as a standalone competing dataset marketplace product. The public file is a buyer-inspection evaluation preview only.
Listing Stats
VIEWS
3
DELIVERY
CUSTOM, S3
LISTED
30/06/2026
UPDATED
18/07/2026
REGION
NORTH AMERICA
TRUST
5 / 5
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£50,000
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