World Bank Group data on Germany's technology base, last updated 2026-04-28. The dataset likely contains indicators for research and development, scientific publications, high-technology exports, royalty fees, and patents. Sources include UNESCO, the U.S. National Science Board, UN Statistics, IMF, and WIPO.
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 impact of innovation based on high-technology exports data.
- Studying intellectual property and knowledge flows based on royalty and license fees and patents.
Strengths
- Data is sourced from authoritative international organizations like UNESCO, IMF, and WIPO.
- License is CC-BY-4.0, permitting broad reuse with attribution.
- Last updated 2026-04-28, suggesting recent data.
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, compiling data from UNESCO Institute for Statistics, U.S. National Science Board, UN Statistics Division, IMF, and World Intellectual Property Organization.
- Collection Method
- Aggregated from international statistical sources.
- Freshness
- 2026-04-28
- Geography
- Germany