World Bank Group data on Angola's science and technology base, including research and development, scientific publications, high-technology exports, and intellectual property metrics. The dataset aggregates indicators from sources like UNESCO, the U.S. National Science Board, UN Statistics Division, IMF, and WIPO. It was last updated on 2026-04-27 and is provided under a CC-BY-4.0 license.
Use Cases
- Benchmarking national R&D investment levels based on research and development data
- Analyzing trends in scientific output based on scientific and technical journal articles
- Assessing technology sector competitiveness based on high-technology exports data
- Evaluating intellectual property activity based on patents, trademarks, and royalty fees
Strengths
- Data originates from authoritative sources including UNESCO, IMF, and WIPO.
- License is clearly stated as CC-BY-4.0, permitting reuse with attribution.
- Last update timestamp is precisely recorded as 2026-04-27 15:41:59.894734.
Limitations
- Column-level documentation is absent; field semantics must be inferred after download.
- Row count and dataset size are unknown, which may limit suitability assessment.
- Description metadata is limited; actual data quality requires manual inspection after download.
Provenance
- Source
- World Bank Group, aggregating data from UNESCO Institute for Statistics, U.S. National Science Board, UN Statistics Division, International Monetary Fund, and World Intellectual Property Organization.
- Collection Method
- Aggregated from the World Bank's data portal and consolidated on HDX.
- Time Range
- null
- Freshness
- Last updated 2026-04-27 15:41:59.894734; freshness should be verified.
- Geography
- Angola