11th pillar: Business sophistication — every country, all years (World Bank)
This indicator is a derived from the following indicators: (a) Local supplier quantity (b) Local supplier quality (c) State of cluster development (d) Nature of competitive advantage (e) Value chain breadth (f) Control of international distribution (g) Production process sophistication (h) Extent of marketing and (i) Willingness to delegate authority. Every country, region and year the World Bank publishes for indicator GCI.11THPILLAR.XQ (Africa Development Indicators), delivered as a tidy table — country, ISO code, year and value — ready for analysis in Excel, R, Python or the Intigal AI workspace. Original compiler: The Global Competitiveness Report: various issues (http://gcr.weforum.org/)..
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- File size
- prepared on demand
- Source
- World Bank Open Data
Preview
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Source & licence
- Source
- World Bank Open Data
- Extracted
- 10/17/2026, 1:31:27 PM
- Detected format
- text/csv
Version 1: Listed from the publisher's open-data release.
Original source: api.worldbank.org · CC BY 4.0 — free to reuse with attribution to the World Bank