Minimizing inequality between methane emissions and economic variations in the Belt and Road countries

Mengyao Han , Zidi Sun , Yuan Zhao , Bo Zhang

Carbon Footprints ›› 2025, Vol. 4 ›› Issue (4) : 25

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Carbon Footprints ›› 2025, Vol. 4 ›› Issue (4) :25 DOI: 10.20517/cf.2025.18
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Minimizing inequality between methane emissions and economic variations in the Belt and Road countries

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Abstract

The steady increase in global methane (CH4) emissions has recently drawn international attention. However, CH4 emissions in countries along the Belt and Road (B&R) remain underexamined. This study applies a multi-regional input-output analysis to quantify production-based emissions (PBEs) and consumption-based emissions (CBEs) across China and 138 countries and economies within the B&R region. It further employs the Lorenz curve and Gini coefficient to assess inequality in CH4 emissions across income groups in these countries and examines the degree of decoupling between CH4 emissions and economic variations. CH4 emissions from B&R countries contributed significantly to the global total, with major contributions from energy- and resource-intensive sectors such as agriculture, petroleum, chemical and non-metallic mineral products, construction, financial intermediation, and commercial activities. Across the region, CBEs were consistently lower than PBEs but showed a stronger upward trend. Significant inequality in CH4 emissions was observed, particularly in PBEs within high-income (H-H) countries and CBEs within low-income (L-L) countries. Over time, the gap between PBEs and CBEs in H-H countries narrowed, suggesting positive changes in economic structures or consumption patterns. By analyzing the spatial and temporal evolution of CH4 emissions, this study provides insights and policy recommendations for reducing CH4 emission inequality and developing effective mitigation strategies within the B&R region.

Keywords

Belt and Road initiative / methane emissions / multi-regional input-output modeling / decoupling decomposition

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Mengyao Han, Zidi Sun, Yuan Zhao, Bo Zhang. Minimizing inequality between methane emissions and economic variations in the Belt and Road countries. Carbon Footprints, 2025, 4(4): 25 DOI:10.20517/cf.2025.18

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References

[1]

Etminan M,Highwood EJ.Radiative forcing of carbon dioxide, methane, and nitrous oxide: a significant revision of the methane radiative forcing.Geophys Res Lett2016;43

[2]

IPCC. Climate change 2013: the physical science basis. In: Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge: Cambridge University Press. Available from: https://www.ipcc.ch/report/ar5/wg1/ [Last accessed on 12 Sep 2025]

[3]

Nisbet EG,Dlugokencky EJ.Very strong atmospheric methane growth in the 4 years 2014-2017: implications for the Paris agreement.Global Biogeochem Cycles2019;33:318-42

[4]

Zhou Y,Cui J.Personal GHG emissions accounting and the driving forces decomposition in the past 10 years.Carb Neutrality2023;2:45 PMCID:PMC9905011

[5]

Folberth GA,O’connor FM,Griffiths PT.Drivers of persistent changes in the global methane cycle under aggressive mitigation action.NPJ Clim Atmos Sci2025;8:867

[6]

Nzotungicimpaye C,Zickfeld K.Delaying methane mitigation increases the risk of breaching the 2 °C warming limit.Commun Earth Environ2023;4:898

[7]

Wang Y,Guan C.Evolution of methane emissions in global supply chains during 2000-2012.Resour Conserv Recy2019;150:104414

[8]

Wang C,Chen X.Factors affecting changes of greenhouse gas emissions in Belt and Road countries.Renew Sustain Energy Rev2021;147:111220

[9]

World Bank. World Bank open data. 2022; Available from: http://data.worldbank.org [Last accessed on 12 Sep 2025]

[10]

Ascensão F,Clevenger AP.Environmental challenges for the Belt and Road Initiative.Nat Sustain2018;1:206-9

[11]

Xiang T,Yang L.Impacts of trade facilitation on greenhouse gas emissions in the Belt and Road Initiative countries.Resour Conserv Recy2024;209:107777

[12]

Zhang N,Zheng X.Carbon footprint of China's Belt and Road.Science2017;357:1107

[13]

Zhang D,Huang S.Ecology and environment of the Belt and Road under global climate change: a systematic review of spatial patterns, cost efficiency, and ecological footprints.Ecol Ind2021;131:108237

[14]

Tan X,Sun Y,Chen F.Bibliometric research on the development of climate change in the BRI regions.Adv Climate Chang Res2021;12:254-62

[15]

Li Y,Shan Y.Changes in global food consumption increase GHG emissions despite efficiency gains along global supply chains.Nat Food2023;4:483-95

[16]

Lee HS,Chong SC,Sia BK.The heterogeneous effects of urbanisation and institutional quality on greenhouse gas emissions in Belt and Road Initiative countries.Environ Sci Pollut Res Int2022;29:1087-105

[17]

Yin Y,Hussain J.The role of physical and human capital in FDI-pollution-growth nexus in countries with different income groups: a simultaneity modeling analysis.Environ Impact Assess Rev2021;91:106664

[18]

Yuelan P,Zia Z.Exploring the nexus between tax revenues, government expenditures, and climate change: empirical evidence from Belt and Road Initiative countries.Econ Chang Restruct2022;55:1365-95

[19]

Shi K,Huang C,Sun X.Exploring spatiotemporal patterns of electric power consumption in countries along the Belt and Road.Energy2018;150:847-59

[20]

Tao Y,Celia MA.Electric power development associated with the Belt and Road Initiative and its carbon emissions implications.Appl Energy2020;267:114784

[21]

Fan J,Wan S.Determinants of carbon emissions in ‘Belt and Road initiative’ countries: A production technology perspective.Appl Energy2019;239:268-79

[22]

Chou J,Xu Y,Li J.Carbon dioxide emission characteristics and peak trend analysis of countries along the Belt and Road.Environ Sci Pollut Res Int2023;30:81881-95

[23]

Chen Z,Zhou L.Ecological restoration in mining areas in the context of the Belt and Road initiative: capability and challenges.Environ Impact Assess Rev2022;95:106767

[24]

Zhao Y,Wang S.Energy relations between China and the countries along the Belt and Road: an analysis of the distribution of energy resources and interdependence relationships.Renew Sustain Energy Rev2019;107:133-44

[25]

Hou J,Springer CH.A global analysis of CO2 and non-CO2 GHG emissions embodied in trade with Belt and Road Initiative countries.Ecosyst Health Sustain2020;6:1761888

[26]

Wang X,Wei C.The impact of natural resource abundance on green economic growth in the belt and road countries: The role of institutional quality.Environ Impact Assess Rev2023;98:106977

[27]

Chen J,Yang H.“Grouping” or “ride one’s coattails”? - How developing countries along the Belt and Road satisfy themselves..Energies2021;14:3498

[28]

Sun X.Factors influencing embodied energy trade between the Belt and Road countries: a gravity approach.Environ Sci Pollut Res Int2022;29:11574-89

[29]

Li C.Air pollution embodied in China’s trade with the BR countries: transfer pattern and environmental implication.J Clean Prod2020;247:119126

[30]

Wang L,Liang S.Virtual scarce water flows and economic benefits of the Belt and Road Initiative.J Clean Prod2020;253:119936

[31]

Fang K,He J,Fang C.Mapping the environmental footprints of nations partnering the Belt and Road Initiative.Resour Conserv Recy2021;164:105068

[32]

Han M.Tele-connecting renewable energy availability from production to consumption via multi-national supply chains.Renew Energy2024;227:120405

[33]

Cai X,Zhu B,Xie R.Will developing countries become pollution havens for developed countries? An empirical investigation in the Belt and Road.J Clean Prod2018;198:624-32

[34]

Fan JL,Zhang X.How does "the Belt and Road" and the Sino-US trade conflict affect global and Chinese CO2 emissions?.Environ Sci Pollut Res Int2020;27:38715-31

[35]

Li Y.How can China and the Belt and Road initiative countries work together responding to climate change: a perspective on carbon emissions and economic spillover effects.Int J Environ Res Public Health2022;19:9553 PMCID:PMC9368092

[36]

Yang J,Li C.Carbon footprint analysis of supply chain of bio-based methyl levulinate production in China.Carb Neutrality2023;2:58

[37]

Li Y,Huang Q.Research on the measurement and driving factors of manufacturing export embodied carbon between China and the countries along “the Belt and Road”.Pol J Environ Stud2021;30:727-37

[38]

Yang Y,Löschel A.Patterns and determinants of carbon emission flows along the Belt and Road from 2005 to 2030.Ecol Econ2022;192:107260

[39]

Han M,Yao Q,Meng J.Carbon inequality and economic development across the Belt and Road regions.J Environ Manag2020;262:110250

[40]

Lu Q,Heijungs R.Imbalance and drivers of carbon emissions embodied in trade along the Belt and Road initiative.Appl Energy2020;280:115934

[41]

Wang X,Zhou Q,Bi J.Mapping the exchange between embodied economic benefits and CO2 emissions among Belt and Road initiative countries.Appl Energy2022;307:118206

[42]

Wang Z,Zheng H.Temporal change in India’s imbalance of carbon emissions embodied in international trade.Appl Energy2018;231:914-25

[43]

Liu XJ,Luo XL.Multi-scale variations and impact factors of carbon emission intensity in China.Sci Total Environ2023;857:159403

[44]

Ma X,Song C.The impact of regional policy implementation on the decoupling of carbon emissions and economic development.J Environ Manag2024;355:120472

[45]

Shrestha RK.Red versus blue states: inequality in energy-related CO2 emissions in the United States (1997-2021).J Clean Prod2024;468:143127

[46]

Wu S.Carbon inequality in China: evidence from city-level data.China Econ Rev2023;78:101940

[47]

Tapio P.Towards a theory of decoupling: degrees of decoupling in the EU and the case of road traffic in Finland between 1970 and 2001.Transp Policy2005;12:137-51

[48]

Lundquist S.Explaining events of strong decoupling from CO2 and NOx emissions in the OECD 1994-2016.Sci Total Environ2021;793:148390

[49]

Naseem S,Zia-Ur-Rehman M,Sarfraz M.The influence of energy consumption and economic growth on environmental degradation in BRICS countries: an application of the ARDL model and decoupling index.Environ Sci Pollut Res Int2022;29:13042-55

[50]

Hu M,You W,Lee C.Spatiotemporal evolution of decoupling and driving forces of CO2 emissions on economic growth along the Belt and Road.J Clean Prod2020;277:123272

[51]

Wang C,Geng X,Qiao C.Transportation CO2 emission decoupling: empirical evidence from countries along the belt and road.J Clean Prod2020;263:121450

[52]

Wang J,Dong K.How renewable energy reduces CO2 emissions? Decoupling and decomposition analysis for 25 countries along the Belt and Road.Appl Econ2021;53:4597-613

[53]

Dong J,Wang Q.Decomposition of carbon emission and its decoupling analysis and prediction with economic development: a case study of industrial sectors in Henan Province.J Clean Prod2021;321:129019

[54]

Zhang Y.The decomposition of energy-related carbon emission and its decoupling with economic growth in China.Renew Sustain Energy Rev2015;41:1255-66

[55]

Mousavi B,Biona JBM,Blesl M.Driving forces of Iran's CO2 emissions from energy consumption: an LMDI decomposition approach.App Energy2017;206:804-14

[56]

Leontief W.Environmental repercussions and the economic structure: an input-output approach.Rev Econ Stat1970;52:262

[57]

IPCC First Assessment Report (FAR). Climate change: the IPCC response strategies (1990). Available from: https://archive.ipcc.ch/publications_and_data/publications_ipcc_first_assessment_1990_wg3.shtml [Last accessed on 12 Sep 2025]

[58]

UNFCCC. National inventory submissions 2019 and greenhouse gas inventory data - detailed data by party. Available from: https://unfccc.int [Last accessed on 12 Sep 2025]

[59]

Ferrario FM,Guizzardi D. EDGAR v6.0 greenhouse gas emissions joint research centre. 2021; Available from: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b [Last accessed on 12 Sep 2025]

[60]

Lenzen M,Moran D.Mapping the structure of the world economy.Environ Sci Technol2012;46:8374-81

[61]

Lenzen M,Kanemoto K.Building eora: a global multi-region input-output database at high country and sector resolution.Econ Syst Res2013;25:20-49

[62]

National Development and Reform Commission, Ministry of Foreign Affairs, Ministry of Commerce of China. In: Vision and Actions on Jointly Building Silk Road Economic Belt and 21st-Century Maritime Silk Road Foreign Languages Press, Beijing. 2015. Available from: https://www.fmprc.gov.cn/wjb_673085/zzjg_673183/gjjjs_674249/gjzzyhygk_674253/ydylfh_692140/zywj_692152/201503/t20150328_10410165.shtml [Last accessed on 12 Sep 2025]

[63]

Jiang X.The impact on global greenhouse gas emissions of geographic shifts in global supply chains.Ecol Econ2017;139:102-14

[64]

Peters GP.From production-based to consumption-based national emission inventories.Ecol Econ2008;65:13-23

[65]

Peters GP,Weber CL.Growth in emission transfers via international trade from 1990 to 2008.Proc Natl Acad Sci USA2011;108:8903-8 PMCID:PMC3102371

[66]

Taherzadeh O.Locating pressures on water, energy and land resources across global supply chains.J Clean Prod2021;321:128701

[67]

Gu A.Emission reduction effects of the green energy investment projects of China in belt and road initiative countries.Ecosyst Health Sustain2020;6:1747947

[68]

Cheng S.The potential for China's outward foreign direct investment and its determinants: A comparative study of carbon-intensive and non-carbon-intensive sectors along the Belt and Road.J Environ Manag2021;282:111960

[69]

Gao C,Sun M.Uncovering the trade-induced air pollution inequality among Belt and Road Initiative (BRI) countries.J Clean Prod2023;411:137283

[70]

Wu W,Li A.The path to global climate justice: from the perspective of regional discrepancy in embodied carbon emissions.Environ Impact Assess Rev2024;105:107410

[71]

Zhang C,Pu Z.A study of the petroleum trade network of countries along “The Belt and Road Initiative”.J Clean Prod2019;222:593-605

[72]

Zhang J.Oil and gas trade between China and countries and regions along the ‘Belt and Road’: a panoramic perspective.Energy Policy2019;129:1111-20

[73]

Sarker MNI,Yin X.One belt one road initiative of China: implication for future of global development.Mod Econ2018;9:623-38

[74]

Fan J,Li F,Zhang X.Carbon capture and storage (CCS) retrofit potential of coal-fired power plants in China: The technology lock-in and cost optimization perspective.Appl Energy2018;229:326-34

[75]

Hussain J,Zhou K.The impact of natural resource depletion on energy use and CO2 emission in Belt & Road Initiative countries: a cross-country analysis.Energy2020;199:117409

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