electricsheepafrica/africa-ilo-sdg-0821-noc-rt-sdg-indicator-8-2-1-annual-growth-rate-of-output-p
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--- license: cc-by-4.0 language: - en task_categories: - tabular-classification - tabular-regression - time-series-forecasting multilinguality: monolingual size_categories: - 1K<n<10K tags: - tabular - africa - ilostat - labour-productivity - ilo - labour - employment pretty_name: "SDG indicator 8.2.1 - Annual growth rate of output per worker (GDP constant 2015 US $) (%) | Africa (ILOSTAT)" --- # SDG indicator 8.2.1 - Annual growth rate of output per worker (GDP constant 2015 US $) (%) | Africa (ILOSTAT) 🌍 **1,475 observations** · **53 Africa countries** · **2000–2027** · *Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)*      ## TL;DR This dataset contains **1,475 observations** of `Labour productivity` data across **53 Africa countries**, spanning **2000–2027**, 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](https://www.ilo.org/shinyapps/bulkexplorer/?id=SDG_0821_NOC_RT) - **Publisher:** International Labour Organization (ILO) - **License:** [cc-by-4.0](https://creativecommons.org/licenses/by/4.0/) - **Topic:** Labour productivity ## Methodology Data pulled directly from the ILOSTAT REST API at `https://rplumber.ilo.org/data/indicator?id=SDG_0821_NOC_RT` and filtered to Africa 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 53 Africa countries · top rows shown below, sorted by row count: | Country | Rows | First year | Last year | |---------|-----:|-----------:|----------:| | `AGO` | 28 | 2000 | 2027 | | `BDI` | 28 | 2000 | 2027 | | `BEN` | 28 | 2000 | 2027 | | `BFA` | 28 | 2000 | 2027 | | `BWA` | 28 | 2000 | 2027 | | `CAF` | 28 | 2000 | 2027 | | `CIV` | 28 | 2000 | 2027 | | `CMR` | 28 | 2000 | 2027 | | `COD` | 28 | 2000 | 2027 | | `COG` | 28 | 2000 | 2027 | | `COM` | 28 | 2000 | 2027 | | `CPV` | 28 | 2000 | 2027 | | `DJI` | 28 | 2000 | 2027 | | `DZA` | 28 | 2000 | 2027 | | `EGY` | 28 | 2000 | 2027 | | ... | _38 more countries_ | | | ## Indicators (sample) - `SDG_0821_NOC_RT` — SDG indicator 8.2.1 - Annual growth rate of output per worker (GDP constant 2015 US $) (%) ## Schema | Column | Type | Description | Example | |--------|------|-------------|---------| | `ref_area` | `string` | ISO 3166-1 alpha-3 country code | `AGO` | | `ref_area.label` | `string` | Country name in English | `Angola` | | `source` | `string` | ILOSTAT source code (e.g. labour force survey) | `XA:2010` | | `source.label` | `string` | Source name in English | `ILO - Modelled Estimates` | | `indicator` | `string` | ILOSTAT indicator code | `SDG_0821_NOC_RT` | | `indicator.label` | `string` | Indicator name in English | `SDG indicator 8.2.1 - Annual growth r…` | | `time` | `int64` | Observation year | `2027` | | `obs_value` | `float64` | Observed indicator value (unit varies — see indicator definition) | `-0.759` | ## 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 ```python from datasets import load_dataset ds = load_dataset("electricsheepafrica/africa-ilo-sdg-0821-noc-rt-sdg-indicator-8-2-1-annual-growth-rate-of-output-p") df = ds["train"].to_pandas() print(df.head()) ``` ### Filter to one country ```python kenya = df[df["ref_area"] == "KEN"] ``` ### Time-series for a single indicator ```python sample = (df[df["indicator"] == "SDG_0821_NOC_RT"] .sort_values("time")) sample.plot(x="time", y="obs_value", title="SDG_0821_NOC_RT") ``` ### Pivot to country × year matrix ```python matrix = (df[df["indicator"] == "SDG_0821_NOC_RT"] .pivot_table(index="time", columns="ref_area", values="obs_value")) print(matrix.tail()) ``` ## Citation ```bibtex @misc{africa_ilo_sdg_0821_noc_rt_sdg_indicator_8_2_1_annual_growth_rate_of_output_p_2027, title = {SDG indicator 8.2.1 - Annual growth rate of output per worker (GDP constant 2015 US $) (%) | Africa (ILOSTAT)}, author = {International Labour Organization (ILO)}, year = {2027}, url = {https://www.ilo.org/shinyapps/bulkexplorer/?id=SDG_0821_NOC_RT}, publisher = {HuggingFace Datasets, repackaged by Electric Sheep Africa}, howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-ilo-sdg-0821-noc-rt-sdg-indicator-8-2-1-annual-growth-rate-of-output-p}} } ``` ## License Released under [cc-by-4.0](https://creativecommons.org/licenses/by/4.0/). Original data © International Labour Organization (ILO). When using this dataset, please cite both the original source above and the Electric Sheep Africa repackaging. ## About Electric Sheep Electric Sheep Africa is part of the Electric Sheep mission: a unified, ML-ready data layer for Africa 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/electricsheepafrica](https://huggingface.co/electricsheepafrica) --- _Provenance: ingested 2026-05-26 via the Electric Sheep pipeline. Source URL: https://www.ilo.org/shinyapps/bulkexplorer/?id=SDG_0821_NOC_RT_
This dataset contains data for Sustainable Development Goal (SDG) indicator 8.2.1, the annual growth rate of output per worker (GDP constant 2015 US $) (%). It covers 53 African countries from 2000 to 2027, with 1,475 observations. The data is sourced from the International Labour Organization (ILO) ILOSTAT database and repackaged by Electric Sheep Africa into a standardized schema (e.g., Parquet format) for machine learning readiness. The dataset includes fields such as country code, country name, data source, indicator code, indicator label, year, and observed value, and is suitable for tasks like tabular classification, regression, and time-series forecasting. The data is harmonized by ILO using International Conference of Labour Statisticians (ICLS) definitions for consistency and traceability.
