MACHINE NAME = WEB 2

Measuring export inclusiveness

Understanding inclusive trade is crucial as countries seek equitable economic outcomes.

This note offers a method for evaluating a country's export inclusivity across three key dimensions:

  • Income equality
  • Gender equality
  • Labor market formality

By calculating the export-weighted average of product inclusiveness scores, a country-level export inclusiveness index is constructed.

The analysis finds that a 1% increase in export inclusiveness correlates with a 0.21% increase in GDP per capita growth when controlling for total export value and overall national inclusiveness.

As economies move toward more inclusive sectors, it is vital to assess the trade-offs involved. Two main challenges in addressing inclusiveness exist: the broad interpretation of the concept and quantifying the inclusiveness of a country's exports.

This note uses selected variables to reflect economic inclusiveness while maintaining consistent data availability across countries.

To quantify inclusiveness, countries are categorized as "inclusive" or "less-inclusive" using an unsupervised clustering algorithm. For each traded product, the share of global exports from inclusive countries serves as a proxy for inclusiveness. This information contributes to the development of the country-level export inclusiveness index.

The note is structured as follows:

  • Section 1 details the data sources.
  • Section 2 describes the methodology for estimating export bundle inclusiveness.
  • Section 3 discusses results.
  • Section 4 assesses the impact of export inclusiveness on income per capita.
  • Section 5 provides concluding remarks on the methods' applications.
Measuring export inclusiveness (UNCTAD/DITC/TAB/2025/3)
7 Oct 2025