workforce
qualora-workforce-skills-graph
Qualora Workforce Skills Graph (Representative Sample)
Rights-clean, provenance-tracked vocational learning data, rebuilt from roughly $2B of U.S. Department of Labor funded open courseware into a labeled skills graph: cleaned courses and lessons, Bloom-tagged assessment items with answer rationales and learning objectives, and a content-grounded course to skill to career graph with salary context. Built for post-training and evaluation, not pretraining bulk.
This repository is… See the full description on the dataset page: https://huggingface.co/datasets/qualora-data-labs/qualora-workforce-skills-graph.vn-provinces-doh-medical-workforce
Vietnam DOH medical workforce by qualification
Vietnam DOH medical workforce by qualification. Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).
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Files
provinces (1008 rows)
data/provinces.csv
data/provinces.dta
data/provinces.xlsx
regions (96 rows)… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-doh-medical-workforce.ai-workforce-exposure-datasets-public
AI Workforce Exposure — Final Datasets
Task-level AI exposure datasets covering the U.S. workforce. The collection has 19 per-version datasets and 69 cumulative datasets (88 files total).
Created for the paper "Mapping AI Exposure Across the U.S. Workforce: Evidence from Millions of AI Conversations" (Wright, Schwarze, & Boyd, 2026).
📦 Code, pipeline, and full documentation
This repo hosts only the final output files. The construction pipeline, its inputs, the… See the full description on the dataset page: https://huggingface.co/datasets/theodorewright11/ai-workforce-exposure-datasets-public.vn-provinces-doh-pharmacy-workforce
Vietnam DOH pharmacy workforce by qualification
Vietnam DOH pharmacy workforce by qualification. Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).
Figures
Hero
Comparison
Color key
Files
provinces (1008 rows)
data/provinces.csv
data/provinces.dta
data/provinces.xlsx
regions (95 rows)… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-doh-pharmacy-workforce.JobBERT-ONET-evaluation-datasetafrica-synth-laboratory-workforce-training-all
Laboratory Workforce & Training | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: culture_language - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Public datasets… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-laboratory-workforce-training-all.