Monaco's science and technology indicators, sourced from the World Bank's data portal. The data aims to shed light on the country's technology base, covering topics like research and development, scientific publications, high-technology exports, and intellectual property. It was last updated on 2026-04-28 and is provided under a CC-BY-4.0 license.
Use Cases
- Analyzing national research and development (R&D) intensity based on R&D expenditure data mentioned in the description.
- Tracking trends in scientific output based on counts of scientific and technical journal articles.
- Assessing economic specialization in high-technology sectors based on high-technology export figures.
- Studying international knowledge flows and intellectual property based on royalty and license fee payments.
- Evaluating innovation output based on metrics for patents and trademarks.
Strengths
- Data originates from authoritative sources including UNESCO Institute for Statistics and the World Intellectual Property Organization.
- The dataset is licensed under the permissive CC-BY-4.0 license, facilitating reuse.
- A consolidated country dataset for Monaco is available on the HDX platform, suggesting some level of curation.
Limitations
- Column-level documentation is absent; field semantics must be inferred after download.
- Row count is unknown, which may limit suitability assessment.
- The 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
- Likely compiled from official national and international statistical reports.
- Freshness
- Last updated 2026-04-28 08:06:41.282846; freshness should be verified.
- Geography
- Monaco