Assessing the relationship between global health spending and carbon emissions using a gradient-boosting algorithm

This paper examines the relationship between global health spending, CO2 emissions, the population aged 65 and above, GDP per capita growth, and GDP growth, utilizing a gradient-boosting algorithm. The paper confirms that the population aged 65 and older significantly influences current health expenditures (at 93%), GDP per capita growth (at 3%), and GDP growth and CO2 emissions, each contributing 2%. Additionally, the paper demonstrates a strong positive relationship between current health expenditures, the population aged 65 and older, and CO2 emissions. Conversely, there is a negative relationship between current health expenditures and both GDP growth and GDP per capita growth. This suggests that the world is optimistic about the transition to clean energy, which could lead to a decline in diseases and potentially reallocate part of health spending to other economic areas.

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Publication Details

Journal
Statistics Optimization & Information Computing
Published
2025-11-06
DOI
https://doi.org/10.19139/soic-2310-5070-2858
Primary Topic
Global Health Care Issues
Type
article
Field-Weighted Citation Impact
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article

Assessing the relationship between global health spending and carbon emissions using a gradient-boosting algorithm

Statistics Optimization & Information Computing
Global Health Care Issues
article

Assessing the relationship between global health spending and carbon emissions using a gradient-boosting algorithm

article en

Abstract

This paper examines the relationship between global health spending, CO2 emissions, the population aged 65 and above, GDP per capita growth, and GDP growth, utilizing a gradient-boosting algorithm. The paper confirms that the population aged 65 and older significantly influences current health expenditures (at 93%), GDP per capita growth (at 3%), and GDP growth and CO2 emissions, each contributing 2%. Additionally, the paper demonstrates a strong positive relationship between current health expenditures, the population aged 65 and older, and CO2 emissions. Conversely, there is a negative relationship between current health expenditures and both GDP growth and GDP per capita growth. This suggests that the world is optimistic about the transition to clean energy, which could lead to a decline in diseases and potentially reallocate part of health spending to other economic areas.

Statistics Optimization & Information ComputingVol. 15(1)
Imam Mohammad ibn Saud Islamic University (SA), King Saud University (SA), Islamic University (BD), Arish University (EG)
Decent work and economic growth
Openalex Percentile: Top 27%
Global Health Care Issues
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