Economic growth is the key driver of poverty reduction. At the same time, economic growth still increases greenhouse gas emissions, which are expected to increase poverty in the future. To quantify the combined effect of these two mechanisms, this paper introduces emissions-adjusted poverty, a new measure that equals today’s poverty plus the future poverty that today’s emissions will create. The measure reaches zero when poverty is eliminated and emissions hit net-zero. Its key parameter is a human-centric analogue to the social cost of carbon, quantifying how current emissions raise future global poverty. We estimate that each ktCO2 emitted today adds two years of extreme poverty globally between now and 2100. Despite large uncertainties, the paper identifies two robust insights: For poor countries, poverty reduction from economic growth outweighs future global poverty added from the emissions associated with this growth, even with historical carbon intensities. In contrast, for many rich countries, the climate-related cost of growth outweighs the benefits unless the carbon intensity of growth falls. In all countries, the poverty gains from economic growth are larger with lower carbon intensities.
| 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) Gold 6226R CPU @ 2.90GHz
• Memory available: 32.0 GB
Runtime: 4 hours 30 minutes
Once users have access to all the data, to reproduce the findings, a new user needs to:
00-master.R script following the instructions in the README.Some data is restricted and has not been included in the reproducibility package. For more details, please refer to the README file. (Limited-access/Restricted Data)
| Author | Affiliation | |
|---|---|---|
| Daniel Gerszon Mahler | World Bank | dmahler@worldbank.org |
| Benoit Decerf | University of Namur | benoit.decerf@unamur.be |
| Stephane Hallegatte | World Bank | shallegatte@worldbank.org |
2026-02-02
| 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 | |
|---|---|---|
| Daniel Gerszon Mahler | World Bank | dmahler@worldbank.org |
| Reproducibility WBG | World Bank | reproducibility@worldbank.org |
| Name | Abbreviation | Affiliation | Role |
|---|---|---|---|
| Reproducibility WBG | DECDI | World Bank - Development Impact Department | Verification and preparation of metadata |
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