GDC Global Development Collective Learning · Data · EMDE Intelligence
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Products

Structured, independent data for global development

Where the sector runs on self-reported PDFs and gaps in country coverage, GDC builds the structured data instead.

Data product

GDC Impact Database

The GDC Impact Database extracts impact and development metrics directly from organisation reports and structures them for comparison — replacing scattered PDFs with a consistent, queryable dataset.

Organisations are structured around the GDC Fund Ecosystem Structure (GDC-FES): a three-tier model spanning Limited Partners, General Partners, and Funds, so relationships between capital providers and capital deployers are visible, not just individual organisation profiles.

  • Limited Partners: the capital providers behind development finance
  • General Partners: the managers deploying that capital
  • Funds: the vehicles through which capital reaches organisations on the ground
Scoring methodology

Development Impact Scores (DIS)

DIS is a scoring layer built on top of the Impact Database — translating the structured data each organisation reports into a comparable, at-a-glance measure of development impact.

Because DIS is grounded in the same underlying dataset across organisations, scores stay comparable rather than depending on how any one organisation chooses to report.

Country data

EMDE Country Data

Country-level data for Emerging Market and Developing Economies (EMDEs) — many of which receive limited or inconsistent coverage from mainstream credit rating agencies, despite being where development finance is most active.

Drawing on economic, ESG, and development indicators from sources like the IMF, World Bank, and UN agencies, structured into a consistent country-by-country view.