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metadata
license: cc-by-4.0
language:
  - en
task_categories:
  - tabular-classification
  - tabular-regression
  - time-series-forecasting
multilinguality: monolingual
size_categories:
  - n<1K
tags:
  - tabular
  - europe
  - ilostat
  - industrial-relations
  - ilo
  - labour
  - employment
pretty_name: >-
  SDG indicator 8.8.2 - Level of national compliance with labour rights (freedom
  of associat | Europe (ILOSTAT)

SDG indicator 8.8.2 - Level of national compliance with labour rights (freedom of associat | Europe (ILOSTAT)

🇪🇺 400 observations · 40 Europe countries · 2015–2024 · Repackaged by Electric Sheep Europe

rows countries years indicators license

TL;DR

This dataset contains 400 observations of Industrial relations data across 40 Europe countries, spanning 2015–2024, covering 1 distinct indicators.

About the source

ILOSTAT is the ILO's central statistics database, the leading global source for labour statistics. It compiles indicators across employment, unemployment, wages, working time, child labour, informal economy, social protection, occupational injuries, and SDG decent work targets — drawing on national labour force surveys, household income surveys, establishment surveys, and administrative records. Coverage spans 200+ economies, with the ILO's Department of Statistics responsible for harmonisation.

  • Source: ILOSTAT
  • Publisher: International Labour Organization (ILO)
  • License: cc-by-4.0
  • Topic: Industrial relations

Methodology

Data pulled directly from the ILOSTAT REST API at https://rplumber.ilo.org/data/indicator?id=SDG_0882_NOC_RT and filtered to Europe ISO3 country codes. ILOSTAT harmonises raw survey microdata using ICLS (International Conference of Labour Statisticians) definitions; sources are flagged in the source.label column for traceability.

Geographic coverage

40 Europe countries · top rows shown below, sorted by row count:

Country Rows First year Last year
ALB 10 2015 2024
AUT 10 2015 2024
BEL 10 2015 2024
BGR 10 2015 2024
BIH 10 2015 2024
BLR 10 2015 2024
CHE 10 2015 2024
CZE 10 2015 2024
DEU 10 2015 2024
DNK 10 2015 2024
ESP 10 2015 2024
EST 10 2015 2024
FIN 10 2015 2024
FRA 10 2015 2024
GBR 10 2015 2024
... 25 more countries

Indicators (sample)

  • SDG_0882_NOC_RT — SDG indicator 8.8.2 - Level of national compliance with labour rights (freedom of association and collective bargaining)

Schema

Column Type Description Example
ref_area string ISO 3166-1 alpha-3 country code ALB
ref_area.label string Country name in English Albania
source string ILOSTAT source code (e.g. labour force survey) XA:15877
source.label string Source name in English ILO - Calculations based on informati…
indicator string ILOSTAT indicator code SDG_0882_NOC_RT
indicator.label string Indicator name in English SDG indicator 8.8.2 - Level of nation…
time int64 Observation year 2024
obs_value float64 Observed indicator value (unit varies — see indicator definition) 1.88
note_indicator string I13:6321
note_indicator.label string Remarks: The score should be treated …

Data quality & caveats

  • Data is annual frequency. Some indicators also publish monthly or quarterly series — those are not included here.
  • When an indicator has multiple sources for the same country×year, the ILO-selected 'best source' is used.
  • Disaggregation columns (sex, classif1, classif2) are non-null only when the indicator publishes that breakdown.

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepeurope/europe-ilo-sdg-0882-noc-rt-sdg-indicator-8-8-2-level-of-national-compliance-w")
df = ds["train"].to_pandas()
print(df.head())

Filter to one country

germany = df[df["ref_area"] == "DEU"]

Time-series for a single indicator

sample = (df[df["indicator"] == "SDG_0882_NOC_RT"]
          .sort_values("time"))
sample.plot(x="time", y="obs_value", title="SDG_0882_NOC_RT")

Pivot to country × year matrix

matrix = (df[df["indicator"] == "SDG_0882_NOC_RT"]
          .pivot_table(index="time", columns="ref_area", values="obs_value"))
print(matrix.tail())

Citation

@misc{europe_ilo_sdg_0882_noc_rt_sdg_indicator_8_8_2_level_of_national_compliance_w_2024,
  title        = {SDG indicator 8.8.2 - Level of national compliance with labour rights (freedom of associat | Europe (ILOSTAT)},
  author       = {International Labour Organization (ILO)},
  year         = {2024},
  url          = {https://www.ilo.org/shinyapps/bulkexplorer/?id=SDG_0882_NOC_RT},
  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Europe},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepeurope/europe-ilo-sdg-0882-noc-rt-sdg-indicator-8-8-2-level-of-national-compliance-w}}
}

License

Released under cc-by-4.0.

Original data © International Labour Organization (ILO). When using this dataset, please cite both the original source above and the Electric Sheep Europe repackaging.

About Electric Sheep

Electric Sheep Europe is part of the Electric Sheep mission: a unified, ML-ready data layer for Europe on HuggingFace. We pull data from authoritative open sources, normalize the schemas, package as Parquet, and publish with consistent dataset cards so researchers and developers can use load_dataset() to start working in seconds.

Browse the full collection: huggingface.co/electricsheepeurope


Provenance: ingested 2026-05-25 via the Electric Sheep pipeline. Source URL: https://www.ilo.org/shinyapps/bulkexplorer/?id=SDG_0882_NOC_RT