electricsheepeurope/europe-owid-female-employment-vs-public-spending-on-family-benefits-oecd

Female Employment Vs Public Spending On Family Benefits Oecd | Europe (Our World in Data)

🇪🇺 1,537 observations · 39 Europe countries · 1980–2025 · Repackaged by [Electric Sheep Europe](https://huggingface.co/electricsheepeurope)

TL;DR

This dataset contains 1,537 observations of Female Employment Vs Public Spending On Family Benefits Oecd data across 39 Europe countries, spanning 1980–2025.

About the source

• —Source: Our World in Data
• —Publisher: Our World in Data
• —License: cc-by-4.0
• —Topic: Female Employment Vs Public Spending On Family Benefits Oecd

Geographic coverage

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

Schema

Data quality & caveats

• —Social expenditure as a share of GDP - Family programs column has 34.7% null values (filtered to non-null in this dataset).

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepeurope/europe-owid-female-employment-vs-public-spending-on-family-benefits-oecd")
df = ds["train"].to_pandas()
print(df.head())

Filter to one country

germany = df[df["country_iso3"] == "DEU"]

Time-series for a single indicator

sample = df.sort_values("year")
sample.plot(x="year", y="Social expenditure as a share of GDP - Family programs")

Citation

@misc{europe_owid_female_employment_vs_public_spending_on_family_benefits_oecd_2025,
  title        = {Female Employment Vs Public Spending On Family Benefits Oecd | Europe (Our World in Data)},
  author       = {Our World in Data},
  year         = {2025},
  url          = {https://ourworldindata.org/grapher/female-employment-vs-public-spending-on-family-benefits-oecd},
  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Europe},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepeurope/europe-owid-female-employment-vs-public-spending-on-family-benefits-oecd}}
}

License

Released under cc-by-4.0.

Original data © Our World in Data. 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 2026-06-08 via the Electric Sheep pipeline. Source URL: https://ourworldindata.org/grapher/female-employment-vs-public-spending-on-family-benefits-oecd