The environmental Kuznets curve postulates an inverted-U relationship between environmental degradation and economic growth. And economic growth has been synonymous with structural transformation. How do patterns of growth and structural transformation relate to carbon emissions? Based on data across almost 100 countries between 1960 and 2017, we find that the movement of workers into the manufacturing and modern, knowledge-intensive services is associated with a higher carbon emissions intensity of GDP, but this positive association diminishes at higher shares of employment in both sectors. Further, the diminishing positive association between emissions intensity and structural transformation towards these sectors is more discernible for developing economies compared with advanced economies. Further, based on sector-specific carbon emissions across 66 countries between 1995 and 2018, we find evidence of convergence in the carbon emissions intensity of production across countries in all sectors, with the potential for further reductions in developing economies, especially given relatively high indirect carbon emissions through inter-sectoral linkages.
| Repository name | URI |
|---|---|
| Reproducible Research Repository (World Bank) | https://reproducibility.worldbank.org |
Paper exhibits were reproduced on a computer with the following specifications:
• OS: Windows 11 Enterprise
• Processor: INTEL(R) XEON(R) PLATINUM 8562Y+ 2.80 GHz (4 processors)
• Memory available: 32.0 GB
• Software version: Stata 18.0 MP
~ 30 minutes
To reproduce the findings in this study, a new user needs to:
main do file. All data sources are publicly available and included in the reproducibility package.
| Author | Affiliation | |
|---|---|---|
| Alen Mulabdic | World Bank | amulabdic@worldbank.org |
| Gaurav Nayyar | World Bank | gnayyar@worldbank.org |
| Katherine Stapleton | World Bank | kstapleton@worldbank.org |
2025-07-25
| Location | Code |
|---|---|
| World | WLD |
The materials in the reproducibility packages are distributed as they were prepared by the staff of the International Bank for Reconstruction and Development/The World Bank. The findings, interpretations, and conclusions expressed in this event do not necessarily reflect the views of the World Bank, the Executive Directors of the World Bank, or the governments they represent. The World Bank does not guarantee the accuracy of the materials included in the reproducibility package.
| Name | URI |
|---|---|
| Modified BSD3 | https://opensource.org/license/bsd-3-clause/ |
| Name | Affiliation | |
|---|---|---|
| Alen Mulabdic | World Bank | amulabdic@worldbank.org |
| Reproducibility WBG | World Bank | reproducibility@worldbank.org |
| Name | Abbreviation | Affiliation | Role |
|---|---|---|---|
| Reproducibility WBG | DIME | World Bank - Development Impact Department | Verification and preparation of metadata |
2025-07-25
1