The roles of macroeconomic indicators on renewable energy and carbon emissions: a comparison of developed and developing countries

Роль макроэкономических показателей в использовании возобновляемой энергии и выбросах углерода: сравнение развитых и развивающихся стран
Veland Ramadani, Ahmet KAMACI, Mehmet Bağış, Mehmet Akif Peçe, Zafer Adıgüzel
2025-10-14

carbon emissions (CO2)developed vs developing countriesmacroeconomic indicatorspanel data methods (Driscoll–Kraay, GMM, AMG)renewable energy consumption
Purpose This research aims to evaluate the effects of selected macroeconomic indicators (economic growth, export, import, inflation, unemployment, foreign direct investment and saving) on carbon emissions (CO2) and renewable energy (REN) use in developed and developing countries. Design/methodology/approach The research used World Bank data for 22 developed and 25 developing countries between 2005 and 2021. First, cross-sectional dependency tests were applied. Then, the Westerlund cointegration test was used to test the cointegration relationship. Last, based on panel data analysis, the data were analyzed using the Driscoll–Kraay estimator, generalized method of moments (GMM) and augmented mean group (AMG). Findings The analysis results of the REN model indicate that in developed countries, a one-unit increase in economic growth and foreign direct investment leads to a decrease in REN consumption. In contrast, increases in inflation, savings and unemployment increase REN consumption. In developing countries, a one-unit increase in economic growth and imports increases REN consumption, while increases in exports, inflation, savings and unemployment decrease REN consumption. The analysis results of the CO2 model indicate that in developed countries, a one-unit increase in economic growth and exports results in increased CO2. In contrast, a one-unit increase in inflation, unemployment, savings, foreign direct investment and imports results in a reduction in CO2. In developing countries, a one-unit increase in economic growth, exports and foreign direct investment is associated with a reduction in CO2. In contrast, a one-unit increase in inflation, savings and unemployment is associated with a rise in CO2. Originality/value The research is the first to examine the individual effects of macroeconomic factors on REN consumption and CO2 emissions with a holistic approach and make comparisons in developed and developing countries.
1
In developed countries, a one-unit increase in economic growth and exports increases CO2 emissions.
2
In developed countries, a one-unit increase in economic growth decreases renewable energy (REN) consumption.
3
In developed countries, a one-unit increase in foreign direct investment (FDI) decreases REN consumption.
4
In developed countries, a one-unit increase in inflation, unemployment, savings, FDI and imports reduces CO2 emissions.
5
In developed countries, increases in inflation, savings and unemployment increase REN consumption.
6
In developing countries, a one-unit increase in economic growth and imports increases REN consumption.
7
In developing countries, a one-unit increase in economic growth, exports and FDI is associated with reduced CO2 emissions.
8
In developing countries, a one-unit increase in inflation, savings and unemployment is associated with increased CO2 emissions.
9
In developing countries, increases in exports, inflation, savings and unemployment decrease REN consumption.
10
The study uses World Bank data (2005–2021) for 22 developed and 25 developing countries and applies panel methods (Driscoll–Kraay, GMM, AMG) after cointegration testing.
11
This research is the first to compare individual macroeconomic factors' effects on REN consumption and CO2 emissions between developed and developing countries using a holistic approach.

Macroeconomic indicators' effects on renewable energy consumption and carbon dioxide (CO2) emissions in developed and developing countries

The relationships and quantitative effects of selected macroeconomic indicators (economic growth, exports, imports, inflation, unemployment, foreign direct investment, and savings) on renewable energy (REN) use and CO2 emissions, and how these effects differ between developed and developing countries

Publication Details
Publication Date
2025-10-14
Journal
Publisher
ISSN
Cited by
1
Access Type
Author Information
Authors
Veland Ramadani
Ahmet KAMACI
Mehmet Bağış
Mehmet Akif Peçe
Zafer Adıgüzel
Explore further
Open the scid.ai AI chat with a ready-made request: it will find papers on a similar topic and help build a literature review.
Find similar papers in the chat
Make a presentation
100%