World Bank Group data on Kuwait's technology base, last updated 2026-04-28. The dataset likely contains metrics on research and development, scientific publications, high-technology exports, and intellectual property. Sources include UNESCO Institute for Statistics, U.S. National Science Board, UN Statistics Division, IMF, and World Intellectual Property Organization.
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 economic specialization in advanced sectors based on high-technology exports
- Evaluating intellectual property and knowledge flows based on royalty and license fees data
- Tracking innovation activity based on patents and trademarks indicators
Strengths
- Data is sourced from authoritative international organizations like the World Bank and UNESCO
- License is CC-BY-4.0, permitting broad reuse with attribution
- File format is CSV, which is widely compatible with analysis tools
Limitations
- Column-level documentation is absent; field semantics must be inferred after download
- Row count is 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, IMF, and WIPO
- Collection Method
- Likely compiled from official national and international statistical reports
- Time Range
- null
- Freshness
- Last updated 2026-04-28 05:36:06.585927; freshness should be verified
- Geography
- Kuwait