Skip to main content

Advertisement

Log in

Club convergence analysis of fossil fuels material footprint at the global level

  • Research Article
  • Published:
Environmental Science and Pollution Research Aims and scope Submit manuscript

Abstract

Material footprint is vital for playing a role in increasing the pace of climate change and the sustainability of development efforts. Fossil fuels material footprint (FFMF) remains a critical indicator of environment-friendly economic development. Fossil fuels have also retained their dominance as prominent drivers of global growth since the Industrial Revolution. FFMF levels show considerable variations in economic growth worldwide as awareness of sustainability and climate change propagates. Although biomass/carbon emission convergence have been discussed extensively in the existing literature, FFMF convergence is still scanty despite its vital role in climate change. Hence, this study adds to the existing literature by examining the convergence of FFMF for 154 countries for the period from 1970 to 2019 using club convergence analysis. The results show that FFMF converges to a single steady state, stating a symmetric decline in FFMF growth. Further, the findings from sigma and beta tests are consistent with the main results. Thus, the demonstrated convergence of FFMF directs that global efforts regarding FFMF control should be continued. Moreover, future climate change policies should also be formulated to enhance the awareness of FFMF and long-term sustainability.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Similar content being viewed by others

Data availability

Available upon request.

Notes

  1. A consumption-based measure of resource use is called a material footprint. It is described as a worldwide distribution of utilised raw material extraction to the economic system’s end need (Wiedmann et al., 2013). The ecological footprint measures the overall impact of human activities on the environment, including the consumption of various natural resources such as land, forests, fisheries, and agricultural land. It provides a comprehensive assessment of how human activities affect the planet’s ecosystems.

  2. σ-Convergence measures the distribution properties across regions, groups, or countries over time by examining the standard deviation (Aldy 2006; Apergis et al. 2017).

  3. β-Convergence measures the ability of an economy with relatively low initial levels of emissions to grow faster than developed economies and so create a catch-up effect with respect to relatively more polluting economies (Brock and Taylor; Apergis et al. 2017).

  4. Stochastic conditional convergence theory posits that even if two or more economies have similar initial conditions and are implementing similar policies, they may not necessarily converge in a deterministic or predictable manner. Instead, the convergence process is influenced by random shocks and fluctuations. As a result, economies may converge in a probabilistic sense, meaning that while there is a tendency for them to converge, there is no certainty or guarantee that they will do so in a linear or deterministic fashion.

  5. You can read more about how clubs are formed using these four phases in the original Phillips and Sul (2007, 2009) article. PS claims that their method overestimates clubs. Therefore, they recommend running another log(t) test to merge the clubs.

  6. https://www.unep.org/explore-topics/resource-efficiency/what-we-do/international-resource-panel

  7. \(CV \left(\mathrm{\%}\right)=\frac{(\mathrm{Standard deviation of FFMF})}{Mean of FFMF}\times 100\)

References

  • Acar S, Lindmark L (2017) Convergence of CO2 emissions and economic growth in the OECD countries: did the type of fuel matter? Energy Sources Part B. https://doi.org/10.1080/15567249.2016.1249807

    Article  Google Scholar 

  • Acaravci Al, Erdogan S (2016) The convergence behavior of CO2 emissions in seven regions under multiple structural breaks. Int J Energy Econ Policy 6(3):575–580

    Google Scholar 

  • Ahmed M, Khan AM, Bibi S, Zakaria M (2017) Convergence of per capita CO2 emissions across the globe: insights via wavelet analysis. Renew Sustain Energy Rev 75:86–97. https://doi.org/10.1016/j.rser.2016.10.053

    Article  Google Scholar 

  • Akram V, Sahoo PK, Jangam BP (2019) Do shocks to electricity consumption revert to its equilibrium? Evid from Indian States Util Policy 61:100977

    Google Scholar 

  • Aldy JE (2006) Per capita carbon dioxide emissions: convergence or divergence? Environ Resource Econ 33:533–555

    Google Scholar 

  • Aldy JE (2007) Divergence in state-level per capita carbon dioxide emissions. Land Econ 83(3):353–369

    Google Scholar 

  • Anderson TR, Hawkins E, Jones PD (2016) CO2, the greenhouse effect and global warming: from the pioneering work of Arrhenius and Callendar to today’s Earth System Models. Endeavour 40(3):178–187. https://doi.org/10.1016/j.endeavour.2016.07.002

    Article  Google Scholar 

  • Apergis N, Payne JE (2017) Per capita carbon dioxide emissions across US States by sector and fossil fuel source: evidence from club convergence tests. Energy Economics 63:365–372

    Google Scholar 

  • Apergis N, Payne JE, Topcu M (2017) Some empirics on the convergence of carbon dioxide emissions intensity across US States. Energy Sources Part B 12(9):831–837

    Google Scholar 

  • Apergis N, Payne JE, Rayos-Velazquez M (2020) Carbon dioxide emissions intensity convergence: evidence from Central American countries. Front Energy Res. https://doi.org/10.3389/fenrg.2019.00158

    Article  Google Scholar 

  • Bai C, Feng C, Du K, Wang Y, Gong Y (2020) Understanding spatial-temporal evolution of renewable energy technology innovation in China: evidence from convergence analysis. Energy Policy 143:111570

    Google Scholar 

  • Bhattacharya M, Paramati SR, Ozturk I, Bhattacharya S (2016) The effect of renewable energy consumption on economic growth: evidence from top 38 countries. Appl Energy 162:733–741

    Google Scholar 

  • Bhattacharya M, Inekwe JN, Sadorsky P (2020) Consumption-based and territory-based carbon emissions intensity: determinants and forecasting using club convergence across countries. Energy Econ 86:104632

    Google Scholar 

  • Bonnet R, Swingedouw D, Gastineau G, Boucher O, Deshayes J, Hourdin F, Sima A (2021) Increased risk of near term global warming due to a recent AMOC weakening. Nat Commun 12(1):1–9. https://doi.org/10.5281/zenodo.5159426

    Article  Google Scholar 

  • Brannlund R, Lundgren T, Soderholm P (2015) Convergence of carbon dioxide performance across Swedish industrial sectors: an environmental index approach. Energy Economics 51:227–235

    Google Scholar 

  • Brannlund R, Karimu A, Soderholm P (2017) Convergence in carbon dioxide emissions and the role of growth and institutions: a parametric and nonparametric analysis. Environ Econ Policy Studies 19(2):359–390

    Google Scholar 

  • Brock WA, Taylor MS (2010) The green Solow model. J Econ Growth 15(2):127–153

    Google Scholar 

  • Burnett JW (2016) Club convergence and clustering of US Energy-related CO2 emissions. Resour Energy Econ 46:62–84

    Google Scholar 

  • Camarero M, Picazo-Tadeo AJ, Tamarit C (2013) Are the determinants of CO2 emissions converging among OECD countries?. Econ Lett 118(1):159–162

    Google Scholar 

  • Charbit S, Paillard D, Ramstein G (2008). Amount of CO2 emissions irreversibly leading to the total melting of Greenland. Geophys Res Lett 35(12). https://doi.org/10.1029/2008GL033472

  • Chen Q, Gu Y, Tang Z, Wei W, Sun Y (2018) Assessment of low-carbon iron and steel production with CO2 recycling and utilization technologies: A case study in China. Applied Energy 220:192–207. https://doi.org/10.1016/j.apenergy.2018.03.043

    Article  CAS  Google Scholar 

  • Churchill SA, Inekjwe JA, Ivanovski K (2018) Conditional convergence in per capita carbon emissions since 1900. Applied Energy 238:916–927

    Google Scholar 

  • Cialani C, Mortazavi R (2021) Sectoral analysis of club convergence in EU countries’ CO2 emissions. Energy 235:121332

    Google Scholar 

  • Erdogan S, Acaravci A (2019) Revisiting the convergence of carbon emission phenomenon in OECD countries: new evidence from Fourier panel KPSS test. Environ Sci Pollut Res 26:24758–24771

    CAS  Google Scholar 

  • Ezcurra R (2007) The world distribution of carbon dioxide emissions. Appl Econ Lett 14(5):349–352

    Google Scholar 

  • Fernandez-Amador O, Oberdabernig DA, Tomberger P (2019) Testing for convergence in carbon dioxide emissions using a bayesian robust structural model. Environ Resource Econ 73(4):1265–1286

    Google Scholar 

  • Flachenecker F, Rentschler J, de Kleuver W (2018). Monitoring resource efficiency developments: indicators, data, and trends. Investing in Resource Efficiency: The Economics and Politics of Financing the Resource Transition 31–50

  • Friedlingstein P, Andrew RM, Rogelj J, Peters GP, Canadell JG, Knutti R, Le Quere C (2014) Persistent growth of CO2 emissions and implications for reaching climate targets. Nature Geoscience 7(10):709–715. https://doi.org/10.1038/ngeo2248

    Article  CAS  Google Scholar 

  • Galli A, Weinzettel J, Cranston G, Ercin E (2013) A footprint family extended MRIO model to support Europe’s transition to a one planet economy. Sci Total Environ 461:813–818

    Google Scholar 

  • Gao CC, Ge H, Lu Y, Wang Y, Zhang Y (2021) Decoupling of provincial energy-related CO2 emissions from economic growth in China and its convergence from 1995 to 2017. J Clean Prod 297(15):126627

    Google Scholar 

  • Grossman GM, Krueger AB (1991). Environmental impacts of a North American free trade agreement. NBER Working Paper No. w3914. Available at SSRN: https://ssrn.com/abstract=232073

  • Haider S, Akram V (2019a) Club convergence analysis of ecological and carbon footprint: evidence from a cross-country analysis. Carbon Management 10(5):451–463

    CAS  Google Scholar 

  • Haider S, Akram V (2019b) Club convergence of per capita carbon emission: global insight from disaggregated level data. Environ Sci Pollut Res 26:11074–11086

    CAS  Google Scholar 

  • Haider S, Akram V, Ali J (2021) Does biomass material footprint converge? Evidence from club convergence analysis. Environ Sci Pollut Res 28(21):27362–27375. https://doi.org/10.1007/s11356-021-12464-1

    Article  Google Scholar 

  • Hansen J, Kharecha P, Sato M, Masson-Delmotte V, Ackerman F, Beerling DJ, Zachos JC (2013) Assessing “dangerous climate change”: required reduction of carbon emissions to protect young people, future generations and nature. PloS one 8(12):e81648. https://doi.org/10.1371/journal.pone.0081648

    Article  CAS  Google Scholar 

  • Hao Y, Zhang Q, Zhong MA, Li B (2015) Is there convergence in per capita SO2 emissions in China? An empirical study using city-level panel data. J Clean Prod 108:944–954

    CAS  Google Scholar 

  • Herrerias MJ (2012) CO2 weighted convergence across the EU-25 countries (1920–2007). Appl Energy 92:9–16

    Google Scholar 

  • Herrerias MJ (2013) The environmental convergence hypothesis: carbon dioxide emissions according to the source of energy. Energy Policy 61:1140–1150

    CAS  Google Scholar 

  • Huang Bo, Meng L (2013) Convergence of per capita carbon dioxide emissions in urban China: a spatio-temporal perspective. Appl Geogr 40:21–29. https://doi.org/10.1016/j.apgeog.2013.01.006

    Article  Google Scholar 

  • Jobert T, Karanfil F, Tykhonenko A (2010) Convergence of per capita carbon dioxide emissions in the EU: legend or reality. Energy Economics 32(6):1364–1373

    Google Scholar 

  • Karakaya E, Alatas S, Yilmaz B (2019) Replication of Strazicich and list (2003): are CO2 emission levels converging among industrial countries? Energy Economics 82:135–138

    Google Scholar 

  • Karakaya E, Sarı E, Alataş S (2021) What drives material use in the EU? Evidence from club convergence and decomposition analysis on domestic material consumption and material footprint. Resour Policy 70:101904

    Google Scholar 

  • Kounetas KE (2018) Energy consumption and CO2 emissions convergence in European Union member countries, A Tonneau des Danaides? Energy Economics 69:111–127

    Google Scholar 

  • Lee CC, Chang (2008) New evidence on the convergence of per capita carbon dioxide emissions from panel seemingly unrelated regressions augmented dickey-fuller tests. Energy 33(9):1468–1475

    CAS  Google Scholar 

  • Lee CC, Chang CP, Chen PF (2008) Do CO2 emission levels converge among 21 OECD countries? New evidence from unit root structural break tests. Appl Econ Lett 15(7):551–556. https://doi.org/10.1080/13504850500426236

    Article  Google Scholar 

  • Lee J, Yucel AG, Islam MT (2023) Convergence of CO2 emissions in OECD countries. Sustain Technol Entrep 2(1):100029

    Google Scholar 

  • Lenzen M, Geschke A, West J, Fry J, Malik A, Giljum S, Schandl H (2022) Implementing the material footprint to measure progress towards Sustainable Development Goals 8 and 12. Nat Sustain 5(2):157–166

    Google Scholar 

  • Li X, Lin B (2013) Global convergence in per capita emissions. Renew Sustain Energy Rev 24:357–363

    Google Scholar 

  • Li X-L, Tang DP, Chang T (2014) CO2 Emissions converge in the 50 US states — sequential panel selection method. Econ Model 40:320–333. https://doi.org/10.1016/j.econmod.2014.04.003

    Article  Google Scholar 

  • Li C, Zuo J, Wang Z, Zhang X (2020) Production-and consumption-based convergence analyses of global CO2 emissions. J Clean Prod 264:121723

    CAS  Google Scholar 

  • Matthews B, Orsoletta DF (2020) Extraction rates and the environmental impacts of economic growth in the twenty-first century. In: Leal Filho W, Azul A, Brandli L, Özuyar P, Wall T (eds) Encyclopedia of the UN sustainable development goals. Springer, Cham. https://doi.org/10.1007/978-3-319-71058-7_74-1

  • Moriarty P, Honnery D (2021) The risk of catastrophic climate change: future energy implications. Futures 128:102728. https://doi.org/10.1016/j.futures

    Article  Google Scholar 

  • Muller CC (2007) Book: Os Economistas e as Relacoes Entre o Sistema Economico e o Meio Ambiente. UnB/Finatec Publisher, Brasília - Brasil

    Google Scholar 

  • Nghiem SH, Connelly LB (2017) Convergence and determinants of health expenditures in OECD countries. Heal Econ Rev 7:1–11

    Google Scholar 

  • Nguyen VP (2005) Distribution dynamics of CO2 emissions. Environmental and Resource

    Google Scholar 

  • Nourry M (2009) Re-examining the empirical evidence for stochastic convergence of two air pollutants within a pair-wise approach. Environ Resource Econ 44(4):555–570

    Google Scholar 

  • OrdasCriado C, Grether J-M (2011) Convergence in per capita CO2 emissions: a robust distributional approach. Resour Energy Econ 33(3):637–665

    Google Scholar 

  • Orsoletta F, Matthews B (2021). Material footprint and its role in agenda 2030. Decent Work and Economic Growth, 683–695

  • Ozturk I (2015) Measuring the impact of energy consumption and air quality indicators on climate change: evidence from the panel of UNFCC classified countries. Environ Sci Pollut Res 22(20):15459–15468

    CAS  Google Scholar 

  • Ozturk I, Al-Mulali U, Saboori B (2016) Investigating the environmental Kuznets curve hypothesis: the role of tourism and ecological footprint. Environ Sci Pollut Res 23:1916–1928

    Google Scholar 

  • Ozturk I, Farooq S, Majeed MT, Skare M (2023) An empirical investigation of financial development and ecological footprint in South Asia: bridging the EKC and pollution haven hypotheses. Geosci Front 101588. https://doi.org/10.1016/j.gsf.2023.101588

  • Panopoulou E, Pantelidis T (2009) Club convergence in carbon dioxide emissions. Environ Resource Econ 44(1):47–70

    Google Scholar 

  • Payne JE (2020) The convergence of carbon dioxide emissions: a survey of the empirical literature. J Econ Studies 47(7):1757–1785

    Google Scholar 

  • Payne JE, Apergis N (2021) Convergence of per capita carbon dioxide emissions among developing countries: evidence from stochastic and club convergence tests. Environ Sci Pollut Res 28:33751–33763

    CAS  Google Scholar 

  • Payne JE, Miller S, Lee J, Cho MH (2014) Convergence of per capita sulphur dioxide emissions across US States. Appl Econ 46(11):1202–1211

    Google Scholar 

  • Payne JE, Lee J, Islam MT (2021) A survey of approaches to convergence tests of emissions and measures of environmental quality. Oxford Res Encycl Econ Finance. https://doi.org/10.1093/acrefore/9780190625979.013.668

    Article  Google Scholar 

  • Peter SC (2018) Reduction of CO2 to chemicals and fuels: a solution to global warming and energy crisis. ACS Energy Lett 3(7):1557–1561. https://doi.org/10.1021/acsenergylett.8b00878

    Article  CAS  Google Scholar 

  • Phillips PCB, Sul D (2007) Transition modeling and econometric convergence tests. Econometrica 75(6):1771–1855

    Google Scholar 

  • Phillips PCB, Sul D (2009) Economic transition and growth. J Appl Economet 24(7):1153–1185

    Google Scholar 

  • Razzaq A, Sharif A, An H, Aloui C (2022) Testing the directional predictability between carbon trading and sectoral stocks in China: New insights using cross-quantilogram and rolling window causality approaches. Technological Forecasting and Social Change 182:121846. https://doi.org/10.1016/j.techfore.2022.121846

    Article  Google Scholar 

  • Solarin SA (2019) Convergence in CO 2 emissions, carbon footprint and ecological footprint: evidence from OECD countries. Environ Sci Pollut Res 26(6):6167–6181. https://doi.org/10.1007/s11356-018-3993-8

    Article  CAS  Google Scholar 

  • Solomon S, Plattner GK, Knutti R, Friedlingstein P (2009) Irreversible climate change due to carbon dioxide emissions. Proc Natl Acad Sci 106(6):1704–1709. https://doi.org/10.1073/pnas.0812721106

    Article  Google Scholar 

  • Solow RM (1956) A contribution to theory of economic growth. Quart J Econ 70:65–64

    Google Scholar 

  • Strazicich MC, List JA (2003) Are CO2 emission levels converging among industrial countries? Environ Resource Econ 24(3):263–271

    Google Scholar 

  • Tang J, Tang L, Li Y, Hu Z (2020) Measuring eco-efficiency and its convergence: empirical analysis from China. Energ Effi 13:1075–1087

    Google Scholar 

  • Tiwari AK, Asir MA, Shabaz M, Raheem ID (2021) Convergence and club convergence of CO2 emissions at state levels: a nonlinear analysis of the USA. J Clean Prod 288:125093.https://doi.org/10.1016/j.jclepro.2020.125093

    Article  CAS  Google Scholar 

  • Tiwari C, Mishra M (2017) Testing the CO2 emissions convergence: evidence from Asian countries. IIM Kazhikode Soc Manag Rev 6(1):67–72

    Google Scholar 

  • Ulucak R, Apergis N (2018) Does convergence really matter for the environment? An Application Based on Club Convergence and on the Ecological Footprint Concept for the EU Countries. Environ Sci Policy 80:21–27

    Google Scholar 

  • Wang J, Zhang K (2014) Convergence of carbon dioxide emissions in different sectors in China. Energy 65:605–611

    Google Scholar 

  • Wang YPZ, Huang D, Changda C (2014) Convergence behavior of carbon dioxide emissions in China. Econ Model 43:75–80. https://doi.org/10.1016/j.econmod.2014.07.040

    Article  Google Scholar 

  • Westerlund J, Basher SA (2008) Testing for convergence in carbon dioxide emissions using a century of panel data. Environ Resource Econ 40(1):109–120

    Google Scholar 

  • Wu Y, Guo X, Cheong TS (2016) Convergence of carbon dioxide emissions in Chinese cities: a continuous dynamic distribution approach. Energy Policy 91:207–219

    CAS  Google Scholar 

  • Yavuz NC, Yilanci V (2013) Convergence in per capita carbon dioxide emissions among G7 countries: a TAR panel unit root approach. Environ Resource Econ 54(2):283–291

    Google Scholar 

  • Zhou P, Wang M (2016) Carbon dioxide emissions allocation: a review. Ecol Econ 125:47–59

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Contributions

VA conducted methodology, data and literature review, and initial draft; SB prepared the final draft of the paper.

Corresponding author

Correspondence to Vaseem Akram.

Ethics declarations

Ethics approval and consent to participate

Not applicable.

Consent for publication

Not applicable.

Competing interests

The authors declare no competing interests.

Additional information

Responsible Editor: Ilhan Ozturk

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary file1 (XLSX 89 KB)

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Akram, V., Bhargava, S. Club convergence analysis of fossil fuels material footprint at the global level. Environ Sci Pollut Res 30, 114283–114293 (2023). https://doi.org/10.1007/s11356-023-30515-7

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11356-023-30515-7

Keywords

JEL Classification

Navigation