datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
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).
Figures
Hero
Comparison
Color key
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.africa-synth-disability-rehabilitation-workforce-training-all
Rehabilitation Workforce & Training (SSA) | 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-disability-rehabilitation-workforce-training-all.global-layoffs-workforce-dataset
Global Layoffs & Workforce Dataset
Author: Hussein Adeiza (mabera)
Role: Licensed Environmental Health Officer, Abuja Nigeria
Built for: AutoScientist Challenge 2026, Part 2 — HR Category
Dataset Description
An HR/workforce dataset built from real, tracked global tech layoffs
data (layoffs.fyi, 2020-2023), downloaded directly from GitHub. This
submission completes all 7 categories of the AutoScientist Challenge
2026 Part 2.… See the full description on the dataset page: https://huggingface.co/datasets/mabera/global-layoffs-workforce-dataset.health-workforce-retention
Healthcare Worker Workforce & Retention (Burnout, Migration, Staffing) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: health - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/health-workforce-retention.Africa-Specialist-surgical-workforce-per-100000-population
Africa Specialist surgical workforce per 100000 population | Africa (World Bank)
Size category: n<1K - Formats: csv - Sector: health - 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
Health datasets help researchers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/Africa-Specialist-surgical-workforce-per-100000-population.africa-rwanda-agricultural-workforce-by-education-level-0bfaa89f
Agricultural Workforce by Education Level | Africa (Rwanda Data Sharing Platform - NISR)
28 rows - 1 Africa country/area - 2019-2025 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 28 rows from Rwanda Data Sharing Platform - NISR, covering Agricultural Workforce by Education Level. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-rwanda-agricultural-workforce-by-education-level-0bfaa89f.africa-healthcare-cyber-workforce
African Healthcare Cybersecurity Workforce Dataset | Africa (original)
Size category: 10K<n<100K - Formats: parquet, optimized-parquet - Sector: governance_security - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-healthcare-cyber-workforce.dpo_imm_workforceopm-workforce-data-2025All available 2025 data (as of 1/8/2026) from https://data.opm.gov/
africa-rwanda-agricultural-workforce-by-sex-a9eff3c6
Agricultural Workforce by Sex | Africa (Rwanda Data Sharing Platform - NISR)
28 rows - 1 Africa country/area - 2019-2025 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 28 rows from Rwanda Data Sharing Platform - NISR, covering Agricultural Workforce by Sex. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-rwanda-agricultural-workforce-by-sex-a9eff3c6.dpo_wtq_xlsx_workforcegenai_govt_workforce_datasetabidhussai512_global-workforce-training-quality-dataset
Global Workforce Training Quality Dataset
Country-Level On-the-Job Learning Scores 2010-2025 | World Bank Data
Dataset Info
Source: Kaggle
Original Size: 0.05 MB
Kaggle Downloads: 27
Files: 3
Files
DATASET_SUMMARY.csv
HCI_On_Job_Learning_Cleaned.csv
HCI_On_Job_Learning_Wide.csv
Mirrored from Kaggle
dpo_hotpotqa_workforcedpo_math_workforcedpo_wtq_csv_workforceworkforceDSBS-evaluation-datasetWorkforce_AnalyticsWorkforceDataDWA-BENCH