Osama Diab's dataset provides harmonized environmental intensity scores for 6,781 country-sector observations derived from EXIOBASE 3. It covers 13 environmental indicators across 49 countries/regions and 163 economic sectors, combining direct and supply-chain impacts. The dataset was last updated on June 10, 2026, and is hosted on Harvard Dataverse.
Use Cases
- Benchmarking environmental performance of specific sectors across different countries based on the harmonized intensity scores.
- Investigating the influence of geographic context versus sector characteristics on environmental impact using the geographic variability measures.
- Analyzing supply-chain contributions to environmental pressures using the Leontief inverse analysis results.
- Comparative assessment of climate change, air pollution, and other environmental impacts across a multi-regional economic framework.
Strengths
- Covers 13 distinct environmental indicators, including climate change, air pollution, and water use.
- Provides 6,781 valid country-sector observations, harmonized across 49 countries/regions and 163 economic sectors.
- Calculates both direct and supply-chain environmental intensity using a defined methodological approach (Leontief inverse analysis and geometric mean).
Limitations
- Column-level documentation is absent; field semantics must be inferred after download.
- Row count is unknown, which may limit suitability assessment.
- Last updated 2026-06-10 14:29:19; freshness should be verified.
Provenance
- Source
- Derived from EXIOBASE 3 environmental satellite accounts and technical coefficient matrices.
- Collection Method
- Direct intensity from satellite accounts; supply-chain intensity estimated using Leontief inverse analysis; combined via geometric mean.
- Freshness
- Last updated 2026-06-10 14:29:19
- Geography
- 49 countries and regions