Datasets:

electricsheepeurope
/

europe-owid-learning-outcomes-vs-gdp-per-capita

country_name stringclasses 33 values	country_iso3 stringclasses 33 values	year int64 1.99k 2.02k	Harmonized test scores among all students float64 382 562 ⌀	GDP per capita float64 2.15k 139k	Population float64 25.8k 149M	World regions according to WB stringclasses 2 values
Albania	ALB	1,990	null	5,560.857	3,277,965	Europe and Central Asia (WB)
Albania	ALB	1,991	null	4,027.9055	3,282,608	Europe and Central Asia (WB)
Albania	ALB	1,992	null	3,761.1555	3,282,506	Europe and Central Asia (WB)
Albania	ALB	1,993	null	4,145.92	3,277,831	Europe and Central Asia (WB)
Albania	ALB	1,994	null	4,517.799	3,269,417	Europe and Central Asia (WB)
Albania	ALB	1,995	null	5,151.3975	3,258,573	Europe and Central Asia (WB)
Albania	ALB	1,996	null	5,563.793	3,245,680	Europe and Central Asia (WB)
Albania	ALB	1,997	null	4,943.004	3,229,665	Europe and Central Asia (WB)
Albania	ALB	1,998	null	5,387.5684	3,210,134	Europe and Central Asia (WB)
Albania	ALB	1,999	null	6,086.009	3,188,598	Europe and Central Asia (WB)
Albania	ALB	2,000	null	6,582.0166	3,166,147	Europe and Central Asia (WB)
Albania	ALB	2,001	null	7,232.9907	3,147,943	Europe and Central Asia (WB)
Albania	ALB	2,002	null	7,590.49	3,134,095	Europe and Central Asia (WB)
Albania	ALB	2,003	null	8,025.2812	3,118,093	Europe and Central Asia (WB)
Albania	ALB	2,004	null	8,483.294	3,098,662	Europe and Central Asia (WB)
Albania	ALB	2,005	null	8,964.318	3,076,156	Europe and Central Asia (WB)
Albania	ALB	2,006	null	9,564.029	3,050,805	Europe and Central Asia (WB)
Albania	ALB	2,007	null	10,262.967	3,022,887	Europe and Central Asia (WB)
Albania	ALB	2,008	null	11,056.352	2,992,933	Europe and Central Asia (WB)
Albania	ALB	2,009	null	11,430.622	2,961,487	Europe and Central Asia (WB)
Albania	ALB	2,010	397.22687	11,829.054	2,928,731	Europe and Central Asia (WB)
Albania	ALB	2,011	null	12,153.114	2,911,499	Europe and Central Asia (WB)
Albania	ALB	2,012	null	12,463.57	2,910,003	Europe and Central Asia (WB)
Albania	ALB	2,013	null	12,873.483	2,907,571	Europe and Central Asia (WB)
Albania	ALB	2,014	null	13,366.56	2,903,748	Europe and Central Asia (WB)
Albania	ALB	2,015	null	13,876.819	2,898,634	Europe and Central Asia (WB)
Albania	ALB	2,016	null	14,643.489	2,897,868	Europe and Central Asia (WB)
Albania	ALB	2,017	429	15,359.461	2,898,245	Europe and Central Asia (WB)
Albania	ALB	2,018	429.329	16,170.99	2,894,229	Europe and Central Asia (WB)
Albania	ALB	2,019	null	16,761.193	2,885,011	Europe and Central Asia (WB)
Albania	ALB	2,020	434.1276	16,457.787	2,871,950	Europe and Central Asia (WB)
Albania	ALB	2,021	null	18,212.871	2,849,641	Europe and Central Asia (WB)
Albania	ALB	2,022	null	19,388.873	2,827,614	Europe and Central Asia (WB)
Albania	ALB	2,023	null	20,481.035	2,811,660	Europe and Central Asia (WB)
Albania	ALB	2,024	null	21,641.074	2,811,660	Europe and Central Asia (WB)
Andorra	AND	1,990	null	50,036.3	52,616	Europe and Central Asia (WB)
Andorra	AND	1,991	null	47,624.97	56,691	Europe and Central Asia (WB)
Andorra	AND	1,992	null	45,246.53	60,217	Europe and Central Asia (WB)
Andorra	AND	1,993	null	42,605.66	63,293	Europe and Central Asia (WB)
Andorra	AND	1,994	null	42,716.367	64,631	Europe and Central Asia (WB)
Andorra	AND	1,995	null	44,375.023	63,936	Europe and Central Asia (WB)
Andorra	AND	1,996	null	46,386.09	64,006	Europe and Central Asia (WB)
Andorra	AND	1,997	null	50,032.35	64,722	Europe and Central Asia (WB)
Andorra	AND	1,998	null	51,092.223	65,400	Europe and Central Asia (WB)
Andorra	AND	1,999	null	52,921.047	65,732	Europe and Central Asia (WB)
Andorra	AND	2,000	null	54,809.145	65,703	Europe and Central Asia (WB)
Andorra	AND	2,001	null	59,109.016	65,874	Europe and Central Asia (WB)
Andorra	AND	2,002	null	61,188.637	66,528	Europe and Central Asia (WB)
Andorra	AND	2,003	null	63,656.195	69,507	Europe and Central Asia (WB)
Andorra	AND	2,004	null	64,353.484	74,342	Europe and Central Asia (WB)
Andorra	AND	2,005	null	65,114.805	77,436	Europe and Central Asia (WB)
Andorra	AND	2,006	null	66,390.3	79,609	Europe and Central Asia (WB)
Andorra	AND	2,007	null	65,534.117	81,901	Europe and Central Asia (WB)
Andorra	AND	2,008	null	60,691.605	83,513	Europe and Central Asia (WB)
Andorra	AND	2,009	null	57,203.973	83,907	Europe and Central Asia (WB)
Andorra	AND	2,010	null	58,285.06	80,727	Europe and Central Asia (WB)
Andorra	AND	2,011	null	60,470.465	77,801	Europe and Central Asia (WB)
Andorra	AND	2,012	null	58,172.133	76,858	Europe and Central Asia (WB)
Andorra	AND	2,013	null	57,332.16	75,220	Europe and Central Asia (WB)
Andorra	AND	2,014	null	59,929.246	73,755	Europe and Central Asia (WB)
Andorra	AND	2,015	null	62,105.152	72,195	Europe and Central Asia (WB)
Andorra	AND	2,016	null	64,402.81	72,197	Europe and Central Asia (WB)
Andorra	AND	2,017	null	63,239.656	73,780	Europe and Central Asia (WB)
Andorra	AND	2,018	null	63,048.598	75,181	Europe and Central Asia (WB)
Andorra	AND	2,019	null	63,215.9	76,492	Europe and Central Asia (WB)
Andorra	AND	2,020	null	55,488.492	77,397	Europe and Central Asia (WB)
Andorra	AND	2,021	null	59,332.203	78,379	Europe and Central Asia (WB)
Andorra	AND	2,022	null	63,913.383	79,722	Europe and Central Asia (WB)
Andorra	AND	2,023	null	64,631.297	80,869	Europe and Central Asia (WB)
Andorra	AND	2,024	null	65,928.305	80,869	Europe and Central Asia (WB)
Austria	AUT	1,990	null	43,258.176	7,679,627	Europe and Central Asia (WB)
Austria	AUT	1,991	null	44,302.42	7,757,140	Europe and Central Asia (WB)
Austria	AUT	1,992	null	44,734.855	7,842,715	Europe and Central Asia (WB)
Austria	AUT	1,993	null	44,601.207	7,907,492	Europe and Central Asia (WB)
Austria	AUT	1,994	null	45,497.137	7,938,157	Europe and Central Asia (WB)
Austria	AUT	1,995	null	46,639.53	7,950,322	Europe and Central Asia (WB)
Austria	AUT	1,996	null	47,608.633	7,960,917	Europe and Central Asia (WB)
Austria	AUT	1,997	null	48,575.16	7,969,804	Europe and Central Asia (WB)
Austria	AUT	1,998	null	50,216.7	7,978,465	Europe and Central Asia (WB)
Austria	AUT	1,999	null	52,004.53	7,993,894	Europe and Central Asia (WB)
Austria	AUT	2,000	null	53,534.344	8,012,929	Europe and Central Asia (WB)
Austria	AUT	2,001	null	54,032.152	8,042,233	Europe and Central Asia (WB)
Austria	AUT	2,002	null	54,565.08	8,081,640	Europe and Central Asia (WB)
Austria	AUT	2,003	null	54,919.79	8,122,604	Europe and Central Asia (WB)
Austria	AUT	2,004	null	55,980.23	8,173,496	Europe and Central Asia (WB)
Austria	AUT	2,005	null	56,890.28	8,229,204	Europe and Central Asia (WB)
Austria	AUT	2,006	null	58,460.24	8,269,901	Europe and Central Asia (WB)
Austria	AUT	2,007	null	60,470.91	8,296,948	Europe and Central Asia (WB)
Austria	AUT	2,008	null	61,157.99	8,323,250	Europe and Central Asia (WB)
Austria	AUT	2,009	null	58,810.44	8,345,073	Europe and Central Asia (WB)
Austria	AUT	2,010	503.46814	59,730.55	8,365,087	Europe and Central Asia (WB)
Austria	AUT	2,011	null	61,272.258	8,393,272	Europe and Central Asia (WB)
Austria	AUT	2,012	null	61,376.723	8,431,599	Europe and Central Asia (WB)
Austria	AUT	2,013	null	60,863.055	8,481,411	Europe and Central Asia (WB)
Austria	AUT	2,014	null	60,845.66	8,547,812	Europe and Central Asia (WB)
Austria	AUT	2,015	null	60,951.688	8,644,037	Europe and Central Asia (WB)
Austria	AUT	2,016	null	61,572.71	8,737,920	Europe and Central Asia (WB)
Austria	AUT	2,017	525	62,535.9	8,798,779	Europe and Central Asia (WB)
Austria	AUT	2,018	524.83264	63,778.027	8,841,653	Europe and Central Asia (WB)
Austria	AUT	2,019	null	64,609.375	8,880,876	Europe and Central Asia (WB)

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Learning Outcomes Vs Gdp Per Capita | Europe (Our World in Data)

🇪🇺 1,415 observations · 41 Europe countries · 1990–2024 · Repackaged by Electric Sheep Europe

TL;DR

This dataset contains 1,415 observations of Learning Outcomes Vs Gdp Per Capita data across 41 Europe countries, spanning 1990–2024.

About the source

Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Learning Outcomes Vs Gdp Per Capita

Geographic coverage

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

Country	Rows	First year	Last year
`ALB`	35	1990	2024
`AND`	35	1990	2024
`AUT`	35	1990	2024
`BEL`	35	1990	2024
`BGR`	35	1990	2024
`BIH`	35	1990	2024
`BLR`	35	1990	2024
`CHE`	35	1990	2024
`CZE`	35	1990	2024
`DEU`	35	1990	2024
`DNK`	35	1990	2024
`ESP`	35	1990	2024
`EST`	35	1990	2024
`FIN`	35	1990	2024
`FRA`	35	1990	2024
...	26 more countries

Schema

Column	Type	Description	Example
`country_name`	`string`	—	`Albania`
`country_iso3`	`string`	—	`ALB`
`year`	`int64`	—	`1990`
`Harmonized test scores among all students`	`float64`	—	`397.22687`
`GDP per capita`	`float64`	—	`5560.857`
`Population`	`float64`	—	`3277965.0`
`World regions according to WB`	`string`	—	`Europe and Central Asia (WB)`

Data quality & caveats

Harmonized test scores among all students column has 89.2% null values (filtered to non-null in this dataset).

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepeurope/europe-owid-learning-outcomes-vs-gdp-per-capita")
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="Harmonized test scores among all students")

Citation

@misc{europe_owid_learning_outcomes_vs_gdp_per_capita_2024,
  title        = {Learning Outcomes Vs Gdp Per Capita | Europe (Our World in Data)},
  author       = {Our World in Data},
  year         = {2024},
  url          = {https://ourworldindata.org/grapher/learning-outcomes-vs-gdp-per-capita},
  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Europe},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepeurope/europe-owid-learning-outcomes-vs-gdp-per-capita}}
}

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 2026-06-06 via the Electric Sheep pipeline. Source URL: https://ourworldindata.org/grapher/learning-outcomes-vs-gdp-per-capita

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