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Forest Load Capacity and Carbon Emissions in the World's Largest Forest Nations: An EKC‐Based Assessment for Sustainable Management

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  • Uğur Korkut Pata
  • Ender Baykut
  • Serkan Göksu

Abstract

The 2030 Sustainable Development Goals (SDGs) emphasize the crucial role of forests in regulating the global climate. This study investigates the relationship between the forest load capacity factor (F‐LCF), which measures the biocapacity of a country's forests relative to human demand, alongside per capita income, urbanization, and CO2 emissions. A panel of the 10 largest forest nations from 1992 to 2021 is analyzed using a cross‐sectionally augmented autoregressive distributed lag (CS‐ARDL) model, and the Environmental Kuznets Curve (EKC) hypothesis (an inverted‐U trajectory of environmental impacts as income grows) is tested by comparing short‐ and long‐term income elasticities. The EKC pattern is confirmed for the whole sample and for Russia, Brazil, Canada, the United States, and Australia, but not for China, India, Indonesia, Peru, and the Democratic Republic of Congo. The results show that higher F‐LCF levels reduce CO2 emissions, while rising GDP and urbanization amplify them. These findings underscore the importance of sustainable forest management for achieving the climate target (SDG‐13) and protecting terrestrial ecosystems (SDG‐15) and call for tailored policies that reflect the forest dynamics of individual countries.

Suggested Citation

  • Uğur Korkut Pata & Ender Baykut & Serkan Göksu, 2026. "Forest Load Capacity and Carbon Emissions in the World's Largest Forest Nations: An EKC‐Based Assessment for Sustainable Management," Sustainable Development, John Wiley & Sons, Ltd., vol. 34(1), pages 227-239, February.
  • Handle: RePEc:wly:sustdv:v:34:y:2026:i:1:p:227-239
    DOI: 10.1002/sd.70264
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    References listed on IDEAS

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    1. Lin-Sea Lau & Kwang-Jing Yii & Cheong-Fatt Ng & Yan-Ling Tan & Thian-Hee Yiew, 2025. "Environmental Kuznets curve (EKC) hypothesis: A bibliometric review of the last three decades," Energy & Environment, , vol. 36(1), pages 93-131, February.
    2. Chopra, Ritika & Magazzino, Cosimo & Shah, Muhammad Ibrahim & Sharma, Gagan Deep & Rao, Amar & Shahzad, Umer, 2022. "The role of renewable energy and natural resources for sustainable agriculture in ASEAN countries: Do carbon emissions and deforestation affect agriculture productivity?," Resources Policy, Elsevier, vol. 76(C).
    3. Iftikhar Yasin & Nawaz Ahmad & Saqib Amin & Nyla Sattar & Afsheen Hashmat, 2025. "Does agriculture, forests, and energy consumption foster the carbon emissions and ecological footprint? fresh evidence from BRICS economies," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(6), pages 13235-13255, June.
    4. Ayad, Hicham & Hassoun, Salaheddine Sari & Abdelkader, Salim Bourchid & Sallam, Osama Azmi Abddel-Jalil, 2024. "Assessing deforestation in the Brazilian forests: An econometric inquiry into the load capacity curve for deforestation," Forest Policy and Economics, Elsevier, vol. 159(C).
    5. Chudik, Alexander & Pesaran, M. Hashem, 2015. "Common correlated effects estimation of heterogeneous dynamic panel data models with weakly exogenous regressors," Journal of Econometrics, Elsevier, vol. 188(2), pages 393-420.
    6. Jie, Huo & Khan, Irfan & Alharthi, Majed & Zafar, Muhammad Wasif & Saeed, Asif, 2023. "Sustainable energy policy, socio-economic development, and ecological footprint: The economic significance of natural resources, population growth, and industrial development," Utilities Policy, Elsevier, vol. 81(C).
    7. Sohag, Kazi & Gainetdinova, Anna & Mariev, Oleg, 2023. "Economic growth, institutional quality and deforestation: Evidence from Russia," Forest Policy and Economics, Elsevier, vol. 150(C).
    8. Stavros Tsiantikoudis & Eleni Zafeiriou & Grigorios Kyriakopoulos & Garyfallos Arabatzis, 2019. "Revising the Environmental Kuznets Curve for Deforestation: An Empirical Study for Bulgaria," Sustainability, MDPI, vol. 11(16), pages 1-16, August.
    9. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    10. Lunku, Hassan Swedy & Li, Zaiyang & Tebo, Felix Exavery, 2025. "Deforestation and economic dynamics in sub-Saharan Africa: Does electricity fluctuations matter on forest conversion?," Forest Policy and Economics, Elsevier, vol. 174(C).
    11. Narayan, Paresh Kumar & Narayan, Seema, 2010. "Carbon dioxide emissions and economic growth: Panel data evidence from developing countries," Energy Policy, Elsevier, vol. 38(1), pages 661-666, January.
    12. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
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