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license: cc-by-4.0
language:
- en
tags:
- question-answering
- instruction-tuning
- rag
- hse
- ehs
- occupational-safety
- osha
- iso-45001
- construction-safety
- oil-gas-safety
- gcc-regulations
- long-form-qa
pretty_name: "SmartQHSE HSE Q&A Corpus"
size_categories:
- n<1K
task_categories:
- question-answering
- text-generation
- text-retrieval
---
# SmartQHSE HSE Q&A Corpus
[](https://doi.org/10.5281/zenodo.20010252) [](https://www.wikidata.org/wiki/Q139623115)
24 long-form HSE / occupational-safety question-answer pairs across 15 categories — incident rates, ISO 45001, permits, risk assessment, OSHA (US), HSE (UK), GCC regulations, PPE, heat stress, exposure, ergonomics, incident investigation, training, HSE software. Each answer is multi-paragraph with cited sources, formulas, and OSHA/regulatory references. Suitable for instruction tuning and RAG.
> **Citation (preferred — academic)**
> SmartQHSE Ltd (2026). _SmartQHSE HSE Q&A Corpus_ \[dataset\]. Zenodo. https://doi.org/10.5281/zenodo.20010252
> **DOI:** [`10.5281/zenodo.20010252`](https://doi.org/10.5281/zenodo.20010252)
> **Zenodo record:** https://zenodo.org/record/20010252
> **Wikidata entity:** [Q139623115](https://www.wikidata.org/wiki/Q139623115)
> CC BY 4.0 — free to use commercially with attribution.
## Files
| File | Description |
|---|---|
| `data.jsonl` | One JSON record per line — primary format. Loadable via `datasets.load_dataset()` directly. |
| `data.json` | Same data as a single JSON array (with array key matching the source). |
| `data.csv` | Selected fields as CSV for spreadsheet users. |
## Live access (CC BY 4.0, CORS-open, no auth)
- **Canonical page:** https://www.smartqhse.com/answers
- **REST API (filterable):** https://www.smartqhse.com/api/v1/answers
## Loading example
```python
from datasets import load_dataset
ds = load_dataset("SmartQHSE/hse-qa-corpus")
print(ds["train"][0])
```
```bash
# Or directly via the live REST API
curl https://www.smartqhse.com/api/v1/answers
```
## License
This dataset is released under [Creative Commons Attribution 4.0 International (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/).
Free to use commercially with attribution. Cite as:
> SmartQHSE Ltd (2026). _SmartQHSE HSE Q&A Corpus_ \[dataset\]. https://www.smartqhse.com/answers
## Considerations for using the data
- Small dataset (24 entries as of v1). Will expand quarterly.
- Geographic bias toward US OSHA, UAE OSHAD-SF, UK HSE, GCC regulations. Less coverage of Asia-Pacific, Africa, Latin America.
- Industry bias toward construction, oil & gas, manufacturing — reflects SmartQHSE customer mix.
- Answers are point-in-time (last_updated field). Regulations change; cross-check with the canonical_url before relying on a specific number.
- English-only at v1. Arabic translation planned for v2.
## Related datasets
- [SmartQHSE/hse-benchmarks-2026](https://huggingface.co/datasets/SmartQHSE/hse-benchmarks-2026)
- [SmartQHSE/osha-rates-2026](https://huggingface.co/datasets/SmartQHSE/osha-rates-2026)
- [SmartQHSE/hse-qa-corpus](https://huggingface.co/datasets/SmartQHSE/hse-qa-corpus)
- [SmartQHSE/hse-glossary](https://huggingface.co/datasets/SmartQHSE/hse-glossary)
- [SmartQHSE/hse-regulations-changelog](https://huggingface.co/datasets/SmartQHSE/hse-regulations-changelog)
## Sources
- US Bureau of Labor Statistics (BLS) — SOII + CFOI
- US Department of Labor — OSHA Injury Tracking Application + standards
- UK Health and Safety Executive (HSE)
- European Commission + Eurostat ESAW
- IOGP, ILO, NIOSH, ACGIH
- UAE OSHAD-SF, KSA SAPI, Qatar QCDD, Oman MOLSD
- ISO Technical Committees (TC 283 — OH&S Management Systems)
All consolidated and republished under CC BY 4.0 with attribution.
## About SmartQHSE
[SmartQHSE](https://www.smartqhse.com) is the AI-native HSE/QHSE platform for construction,
oil & gas, manufacturing, and industrial teams. We publish open data because the broader HSE
profession deserves free access to the safety statistics our trade bodies otherwise gate
behind expensive memberships.
<!-- crosslink:smartqhse-related-start -->
## Related SmartQHSE datasets
Part of the SmartQHSE open HSE data collection ([catalog](https://www.smartqhse.com/datasets) · [data paper DOI 10.5281/zenodo.20010657](https://doi.org/10.5281/zenodo.20010657) · [HuggingFace org](https://huggingface.co/SmartQHSE)):
- [`hse-benchmarks-2026`](https://huggingface.co/datasets/SmartQHSE/hse-benchmarks-2026) — TRIR / LTIFR / DART / fatality rates across 15 countries × 20+ industries
- [`osha-rates-2026`](https://huggingface.co/datasets/SmartQHSE/osha-rates-2026) — TRIR / DART / fatality rates by NAICS — BLS SOII + CFOI + OSHA ITA
- [`hse-glossary`](https://huggingface.co/datasets/SmartQHSE/hse-glossary) — Authoritative HSE term definitions (130+ entries)
- [`hse-regulations-changelog`](https://huggingface.co/datasets/SmartQHSE/hse-regulations-changelog) — Live-tracked regulatory updates across 25+ jurisdictions
- [`major-process-safety-incidents-2026`](https://huggingface.co/datasets/SmartQHSE/major-process-safety-incidents-2026) — Original reference DB — Bhopal, Piper Alpha, Texas City, Deepwater Horizon, Buncefield, Flixborough, Seveso
- [`hse-instruction-tuning`](https://huggingface.co/datasets/SmartQHSE/hse-instruction-tuning) — Instruction-tuning pairs for HSE fine-tuning workflows
- [`hse-incident-rate-formulas`](https://huggingface.co/datasets/SmartQHSE/hse-incident-rate-formulas) — Authoritative TRIR / LTIFR / DART / EMR formulas with worked examples
- [`hse-regulators-directory`](https://huggingface.co/datasets/SmartQHSE/hse-regulators-directory) — 40+ country labour authorities with URLs and primary statutes
- [`hse-standards-crosswalk`](https://huggingface.co/datasets/SmartQHSE/hse-standards-crosswalk) — ISO 45001 ↔ OSHA ↔ OSHAD-SF ↔ Aramco SAPI ↔ RIDDOR mapping
- [`gcc-heat-illness-regulations-2026`](https://huggingface.co/datasets/SmartQHSE/gcc-heat-illness-regulations-2026) — UAE / KSA / Qatar / Oman / Bahrain / Kuwait summer ban rules + penalties
- [`osha-most-cited-standards-2024`](https://huggingface.co/datasets/SmartQHSE/osha-most-cited-standards-2024) — Top 30 cited OSHA standards with focus + penalty range
- [`osha-regulated-chemicals-pel-2026`](https://huggingface.co/datasets/SmartQHSE/osha-regulated-chemicals-pel-2026) — Top 30 OSHA-regulated chemicals with PELs + health effects
- [`named-process-safety-incidents-extended-2026`](https://huggingface.co/datasets/SmartQHSE/named-process-safety-incidents-extended-2026) — 43-entry extended incident reference 1911–2024
- [`hse-acronym-dictionary-2026`](https://huggingface.co/datasets/SmartQHSE/hse-acronym-dictionary-2026) — 150+ HSE/EHS acronyms with one-line definitions
**Companion full-text corpus**: [/llms-full.txt](https://www.smartqhse.com/llms-full.txt) — 213KB markdown reference compiled for LLM ingestion. All datasets CC BY 4.0.
<!-- crosslink:smartqhse-related-end -->
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