Current prototype

World Bank API first

This prototype starts with World Bank open data because it offers a clear API structure and broad coverage of demographic, health, nutrition, expenditure, and environmental indicators.

Each category page fetches annual PRK values only when the user opens that category, so the home page remains simple.

Next sources

Source comparison later

WHO, UNICEF, WUENIC, IHME GBD, UN DESA, FAOSTAT, and WFP sources should be added as separate modules. Major indicators should be compared across sources rather than shown as a single unquestioned number.

Curation principles

These principles should guide the official version of the hub.

Source first

Show source, indicator code, unit, release year, and download date wherever possible.

Estimate-aware

Distinguish observed, reported, modelled, and imputed values when the source allows it.

Comparable

Use consistent units and tidy data structures for comparison across sources and countries.

Transparent limits

Explain missing data, sparse series, implausible values, and uncertainty clearly.

Downloadable

Make cleaned CSV files available for researchers and students.

Simple visuals

Use clear charts before complex dashboards. Interpretation should remain readable.