Datasets:

SmartQHSE
/

hse-benchmarks-2026

Error code:   StreamingRowsError
Exception:    CastError
Message:      Couldn't cast
metadata: struct<name: string, version: string, issued: timestamp[s], modified: timestamp[s], license: string, (... 278 chars omitted)
  child 0, name: string
  child 1, version: string
  child 2, issued: timestamp[s]
  child 3, modified: timestamp[s]
  child 4, license: string
  child 5, license_url: string
  child 6, description: string
  child 7, keywords: list<item: string>
      child 0, item: string
  child 8, spatial_coverage: list<item: string>
      child 0, item: string
  child 9, temporal_coverage: string
  child 10, variable_measured: list<item: string>
      child 0, item: string
  child 11, publisher: struct<name: string, url: string>
      child 0, name: string
      child 1, url: string
  child 12, cite_as: string
  child 13, row_count: int64
  child 14, source_count: int64
data: list<item: struct<id: string, metric: string, metric_full_name: string, industry: string, country_co (... 156 chars omitted)
  child 0, item: struct<id: string, metric: string, metric_full_name: string, industry: string, country_code: string, (... 144 chars omitted)
      child 0, id: string
      child 1, metric: string
      child 2, metric_full_name: string
      child 3, industry: string
      child 4, country_code: string
      child 5, country: string
      child 6, region: string
      child 7, year: int64
      child 8, value: double
      child 9, unit: string
      child 10, source: string
      child 11, source_url: string
      child 12, citation: string
      child 13, no
...
child 3, column: string
  child 4, conformsTo: string
  child 5, cr: string
  child 6, data: struct<@id: string, @type: string>
      child 0, @id: string
      child 1, @type: string
  child 7, dataType: struct<@id: string, @type: string>
      child 0, @id: string
      child 1, @type: string
  child 8, dct: string
  child 9, examples: struct<@id: string, @type: string>
      child 0, @id: string
      child 1, @type: string
  child 10, extract: string
  child 11, field: string
  child 12, fileProperty: string
  child 13, fileObject: string
  child 14, fileSet: string
  child 15, format: string
  child 16, includes: string
  child 17, isLiveDataset: string
  child 18, jsonPath: string
  child 19, key: string
  child 20, md5: string
  child 21, parentField: string
  child 22, path: string
  child 23, recordSet: string
  child 24, references: string
  child 25, regex: string
  child 26, repeated: string
  child 27, replace: string
  child 28, sc: string
  child 29, separator: string
  child 30, source: string
  child 31, subField: string
  child 32, transform: string
creator: struct<@type: string, name: string, url: string>
  child 0, @type: string
  child 1, name: string
  child 2, url: string
sameAs: list<item: string>
  child 0, item: string
conformsTo: string
publisher: struct<@type: string, name: string, url: string>
  child 0, @type: string
  child 1, name: string
  child 2, url: string
url: string
description: string
keywords: list<item: string>
  child 0, item: string
to
{'@context': {'@language': Value('string'), '@vocab': Value('string'), 'citeAs': Value('string'), 'column': Value('string'), 'conformsTo': Value('string'), 'cr': Value('string'), 'data': {'@id': Value('string'), '@type': Value('string')}, 'dataType': {'@id': Value('string'), '@type': Value('string')}, 'dct': Value('string'), 'examples': {'@id': Value('string'), '@type': Value('string')}, 'extract': Value('string'), 'field': Value('string'), 'fileProperty': Value('string'), 'fileObject': Value('string'), 'fileSet': Value('string'), 'format': Value('string'), 'includes': Value('string'), 'isLiveDataset': Value('string'), 'jsonPath': Value('string'), 'key': Value('string'), 'md5': Value('string'), 'parentField': Value('string'), 'path': Value('string'), 'recordSet': Value('string'), 'references': Value('string'), 'regex': Value('string'), 'repeated': Value('string'), 'replace': Value('string'), 'sc': Value('string'), 'separator': Value('string'), 'source': Value('string'), 'subField': Value('string'), 'transform': Value('string')}, '@type': Value('string'), 'name': Value('string'), 'description': Value('string'), 'url': Value('string'), 'sameAs': List(Value('string')), 'license': Value('string'), 'creator': {'@type': Value('string'), 'name': Value('string'), 'url': Value('string')}, 'publisher': {'@type': Value('string'), 'name': Value('string'), 'url': Value('string')}, 'datePublished': Value('timestamp[s]'), 'dateModified': Value('timestamp[s]'), 'version': Value('string'), 'keywords': List(Value('string')), 'inLanguage': Value('string'), 'conformsTo': Value('string'), 'citeAs': Value('string'), 'isLiveDataset': Value('bool'), 'distribution': List({'@type': Value('string'), '@id': Value('string'), 'name': Value('string'), 'contentUrl': Value('string'), 'encodingFormat': Value('string'), 'sha256': Value('string')})}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/utils.py", line 99, in get_rows_or_raise
                  return get_rows(
                         ^^^^^^^^^
                File "/src/libs/libcommon/src/libcommon/utils.py", line 272, in decorator
                  return func(*args, **kwargs)
                         ^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/utils.py", line 77, in get_rows
                  rows_plus_one = list(itertools.islice(ds, rows_max_number + 1))
                                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2690, in __iter__
                  for key, example in ex_iterable:
                                      ^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2227, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2251, in _iter_arrow
                  for key, pa_table in self.ex_iterable._iter_arrow():
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 494, in _iter_arrow
                  for key, pa_table in iterator:
                                       ^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 384, in _iter_arrow
                  for key, pa_table in self.generate_tables_fn(**gen_kwags):
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 299, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 128, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              metadata: struct<name: string, version: string, issued: timestamp[s], modified: timestamp[s], license: string, (... 278 chars omitted)
                child 0, name: string
                child 1, version: string
                child 2, issued: timestamp[s]
                child 3, modified: timestamp[s]
                child 4, license: string
                child 5, license_url: string
                child 6, description: string
                child 7, keywords: list<item: string>
                    child 0, item: string
                child 8, spatial_coverage: list<item: string>
                    child 0, item: string
                child 9, temporal_coverage: string
                child 10, variable_measured: list<item: string>
                    child 0, item: string
                child 11, publisher: struct<name: string, url: string>
                    child 0, name: string
                    child 1, url: string
                child 12, cite_as: string
                child 13, row_count: int64
                child 14, source_count: int64
              data: list<item: struct<id: string, metric: string, metric_full_name: string, industry: string, country_co (... 156 chars omitted)
                child 0, item: struct<id: string, metric: string, metric_full_name: string, industry: string, country_code: string, (... 144 chars omitted)
                    child 0, id: string
                    child 1, metric: string
                    child 2, metric_full_name: string
                    child 3, industry: string
                    child 4, country_code: string
                    child 5, country: string
                    child 6, region: string
                    child 7, year: int64
                    child 8, value: double
                    child 9, unit: string
                    child 10, source: string
                    child 11, source_url: string
                    child 12, citation: string
                    child 13, no
              ...
              child 3, column: string
                child 4, conformsTo: string
                child 5, cr: string
                child 6, data: struct<@id: string, @type: string>
                    child 0, @id: string
                    child 1, @type: string
                child 7, dataType: struct<@id: string, @type: string>
                    child 0, @id: string
                    child 1, @type: string
                child 8, dct: string
                child 9, examples: struct<@id: string, @type: string>
                    child 0, @id: string
                    child 1, @type: string
                child 10, extract: string
                child 11, field: string
                child 12, fileProperty: string
                child 13, fileObject: string
                child 14, fileSet: string
                child 15, format: string
                child 16, includes: string
                child 17, isLiveDataset: string
                child 18, jsonPath: string
                child 19, key: string
                child 20, md5: string
                child 21, parentField: string
                child 22, path: string
                child 23, recordSet: string
                child 24, references: string
                child 25, regex: string
                child 26, repeated: string
                child 27, replace: string
                child 28, sc: string
                child 29, separator: string
                child 30, source: string
                child 31, subField: string
                child 32, transform: string
              creator: struct<@type: string, name: string, url: string>
                child 0, @type: string
                child 1, name: string
                child 2, url: string
              sameAs: list<item: string>
                child 0, item: string
              conformsTo: string
              publisher: struct<@type: string, name: string, url: string>
                child 0, @type: string
                child 1, name: string
                child 2, url: string
              url: string
              description: string
              keywords: list<item: string>
                child 0, item: string
              to
              {'@context': {'@language': Value('string'), '@vocab': Value('string'), 'citeAs': Value('string'), 'column': Value('string'), 'conformsTo': Value('string'), 'cr': Value('string'), 'data': {'@id': Value('string'), '@type': Value('string')}, 'dataType': {'@id': Value('string'), '@type': Value('string')}, 'dct': Value('string'), 'examples': {'@id': Value('string'), '@type': Value('string')}, 'extract': Value('string'), 'field': Value('string'), 'fileProperty': Value('string'), 'fileObject': Value('string'), 'fileSet': Value('string'), 'format': Value('string'), 'includes': Value('string'), 'isLiveDataset': Value('string'), 'jsonPath': Value('string'), 'key': Value('string'), 'md5': Value('string'), 'parentField': Value('string'), 'path': Value('string'), 'recordSet': Value('string'), 'references': Value('string'), 'regex': Value('string'), 'repeated': Value('string'), 'replace': Value('string'), 'sc': Value('string'), 'separator': Value('string'), 'source': Value('string'), 'subField': Value('string'), 'transform': Value('string')}, '@type': Value('string'), 'name': Value('string'), 'description': Value('string'), 'url': Value('string'), 'sameAs': List(Value('string')), 'license': Value('string'), 'creator': {'@type': Value('string'), 'name': Value('string'), 'url': Value('string')}, 'publisher': {'@type': Value('string'), 'name': Value('string'), 'url': Value('string')}, 'datePublished': Value('timestamp[s]'), 'dateModified': Value('timestamp[s]'), 'version': Value('string'), 'keywords': List(Value('string')), 'inLanguage': Value('string'), 'conformsTo': Value('string'), 'citeAs': Value('string'), 'isLiveDataset': Value('bool'), 'distribution': List({'@type': Value('string'), '@id': Value('string'), 'name': Value('string'), 'contentUrl': Value('string'), 'encodingFormat': Value('string'), 'sha256': Value('string')})}
              because column names don't match

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HSE Benchmarks 2026

Consolidated industry safety benchmarks (TRIR, LTIFR, DART, fatality rates, occupational exposure limits) across 15 countries and 20+ industries. Sourced from BLS, HSE UK, IOGP, ILO, OSHA, Eurostat, NIOSH, ACGIH.

Citation SmartQHSE Ltd (2026). HSE Benchmarks 2026 [dataset]. CC BY 4.0. https://www.smartqhse.com/datasets/hse-benchmarks-2026

Files

File	Description
`data.csv`	Tabular data — one row per industry/dimension
`data.json`	Same data with full metadata block + metric definitions

Live access (CC BY 4.0, CORS-open, no auth)

Canonical page: https://www.smartqhse.com/datasets/hse-benchmarks-2026
Static JSON: https://www.smartqhse.com/datasets/hse-benchmarks-2026/data.json
Static CSV: https://www.smartqhse.com/datasets/hse-benchmarks-2026/data.csv
REST API (filterable): https://www.smartqhse.com/api/v1/benchmarks

License

This dataset is released under Creative Commons Attribution 4.0 International (CC BY 4.0). Free to use commercially with attribution. Cite as:

SmartQHSE Ltd (2026). HSE Benchmarks 2026 [dataset]. https://www.smartqhse.com/datasets/hse-benchmarks-2026

Sources

US Bureau of Labor Statistics — Survey of Occupational Injuries and Illnesses (SOII) 2024
US Bureau of Labor Statistics — Census of Fatal Occupational Injuries (CFOI) 2024
US Department of Labor — OSHA Injury Tracking Application (ITA) 2024 submissions
UK Health and Safety Executive (HSE) — RIDDOR injury statistics
International Association of Oil & Gas Producers (IOGP) — annual safety performance data
International Labour Organization (ILO) — global occupational injury statistics
European Agency for Safety and Health at Work (EU-OSHA) and Eurostat ESAW

All consolidated and republished under CC BY 4.0 with attribution.

Maintenance

Updated annually after the November BLS SOII release. Live updates and additional cuts are available via the REST API (no rate limit, no auth).

About SmartQHSE

SmartQHSE is the AI-native HSE/QHSE platform for construction, oil & gas, manufacturing, and industrial teams. We publish open data because our customers — and the broader HSE profession — deserve free access to the safety statistics our trade bodies otherwise gate behind expensive memberships.

Related SmartQHSE datasets

Part of the SmartQHSE open HSE data collection (catalog · data paper DOI 10.5281/zenodo.20010657 · HuggingFace org):

osha-rates-2026 — TRIR / DART / fatality rates by NAICS — BLS SOII + CFOI + OSHA ITA
hse-qa-corpus — Long-form HSE Q&A pairs for instruction tuning + RAG
hse-glossary — Authoritative HSE term definitions (130+ entries)
hse-regulations-changelog — Live-tracked regulatory updates across 25+ jurisdictions
major-process-safety-incidents-2026 — Original reference DB — Bhopal, Piper Alpha, Texas City, Deepwater Horizon, Buncefield, Flixborough, Seveso
hse-instruction-tuning — Instruction-tuning pairs for HSE fine-tuning workflows
hse-incident-rate-formulas — Authoritative TRIR / LTIFR / DART / EMR formulas with worked examples
hse-regulators-directory — 40+ country labour authorities with URLs and primary statutes
hse-standards-crosswalk — ISO 45001 ↔ OSHA ↔ OSHAD-SF ↔ Aramco SAPI ↔ RIDDOR mapping
gcc-heat-illness-regulations-2026 — UAE / KSA / Qatar / Oman / Bahrain / Kuwait summer ban rules + penalties
osha-most-cited-standards-2024 — Top 30 cited OSHA standards with focus + penalty range
osha-regulated-chemicals-pel-2026 — Top 30 OSHA-regulated chemicals with PELs + health effects
named-process-safety-incidents-extended-2026 — 43-entry extended incident reference 1911–2024
hse-acronym-dictionary-2026 — 150+ HSE/EHS acronyms with one-line definitions

Companion full-text corpus: /llms-full.txt — 213KB markdown reference compiled for LLM ingestion. All datasets CC BY 4.0.

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Collection including SmartQHSE/hse-benchmarks-2026

SmartQHSE Open HSE Data

Collection

Free, CC BY 4.0 health, safety & environment datasets — TRIR/LTIFR benchmarks, US OSHA rates, HSE Q&A, glossary, regs changelog. • 12 items • Updated 6 days ago