Ghana-focused data on technological innovation and industrial growth, aggregated from the World Bank portal. The dataset likely contains metrics on research and development, scientific publications, high-technology exports, and intellectual property. It was last updated on 2026-04-28 and is licensed under CC-BY-4.0.
Use Cases
- Analyzing trends in research and development investment based on R&D metrics
- Modeling the relationship between high-technology exports and economic growth
- Benchmarking scientific output using counts of scientific and technical journal articles
- Assessing intellectual property activity through data on patents, trademarks, and royalty fees
Strengths
- Sourced from authoritative institutions including UNESCO, IMF, and the World Intellectual Property Organization
- License is clearly specified as CC-BY-4.0
- Last update timestamp is precisely recorded as 2026-04-28 02:19:13.978545
Limitations
- Column-level documentation is absent; field semantics must be inferred after download
- Row count is unknown, which may limit suitability assessment
Provenance
- Source
- World Bank Group, with data from UNESCO Institute for Statistics, U.S. National Science Board, UN Statistics Division, IMF, and World Intellectual Property Organization
- Collection Method
- Aggregated from the World Bank data portal
- Time Range
- null
- Freshness
- Last updated 2026-04-28 02:19:13.978545; freshness should be verified
- Geography
- Ghana