Abstract
In this paper, we investigate the convergence in ecological footprint per capita across the ECOWAS (Economic Community of West African States) countries from 1968 to 2017. For this aim, we apply a panel Fourier threshold unit root test recently proposed by Yilanci et al. (2021). This methodology considers both multiple smooth structural changes and nonlinearity, which allows us to get more reliable results. The results of the study support the evidence of nonlinearity for the series, so we test the null of divergence in a nonlinear framework. Since test statistics are statistically significant, we conclude that there is global convergence for the sample. Besides, we find that the type of convergence is absolute, which supports the view that the ecological footprint of the ECOWAS countries will equalize in the long run, and the emission allocation policies should be given priority by policymakers.
Similar content being viewed by others
Data availability
The data used in this study is available on the “Global Footprint Network” website.
Notes
See Johnson and Papageorgiou (2020) for a recent survey of convergence literature. The convergence hypothesis has been also tested beyond per capita income such as house prices (Ganioğlu and Seven 2021, consumer prices (Aginta 2021, happiness (Apergis and Georgellis 2015, labor productivity (Mendez and Kataoka 2021), and public debt (Akram and Rath 2019.
Benin, Burkina Faso, Cabo Verde, Cote d’Ivoire, Gambia, Ghana, Guinea, Guinea-Bissau, Liberia, Mali, Niger, Nigeria, Senegal, Sierra Leone, Togo.
\(N\) indicates the country, while \(i\) stands for lag length.
To check the robustness of the findings, we also consider 0.10 and 0.05; however, the results remain the same.
References
Acar S, Söderholm P, Brännlund R (2018) Convergence of per capita carbon dioxide emissions: implications and meta-analysis. Clim Policy 18(4):512–525
Aldy JE (2006) Per capita carbon dioxide emissions: convergence or divergence? Environ Resour Econ 33(4):533–555
Aginta H (2021) Spatial dynamics of consumer price in Indonesia: convergence clubs and conditioning factors. Asia-Pacific Journal of Regional Science 5(2):427–451
Akram V, Rath BN (2019) Does debt convergence hold in case of India? J Econ Stud 46(4):858–871
Ali HS, Zeqiraj V, Lin WL, Law SH, Yusop Z, Bare UAA, Chin L (2019) Does quality institutions promote environmental quality? Environ Sci Pollut Res 26(11):10446–10456
Apaydin Ş, Ursavaş U, Koç Ü (2021) The impact of globalization on the ecological footprint: do convergence clubs matter? Environ Sci Pollut Res 28(38):1–15
Apergis N, Garzón AJ (2020) Greenhouse gas emissions convergence in Spain: evidence from the club clustering approach. Environ Sci Pollut Res 27(31):38602–38606
Apergis N, Georgellis Y (2015) Does happiness converge? J Happiness Stud 16(1):67–76
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 Econ 63:365–372
Apergis N, Payne JE, Topcu M (2017) Some empirics on the convergence of carbon dioxide emissions intensity across US states. Energ Source Part B 12(9):831–837
Barassi MR, Cole MA, Elliott RJ (2011) The stochastic convergence of CO2 emissions: a long memory approach. Environ Resour Econ 49(3):367–385
Barro RJ (1991) Economic growth in a cross section of countries. Q J Econ 106(2):407–443
Barro RJ (2015) Convergence and modernisation. Econ J 125(585):911–942
Baumol WJ (1986) Productivity growth, convergence, and welfare: what the long-run data show. Am Econ Rev 76(5):1072–1085
Becker R, Enders W, Lee J (2006) A stationarity test in the presence of an unknown number of smooth breaks. J Time Series Anal 27:381–409
Beyaert A, Camacho M (2008) TAR panel unit root tests and real convergence. Rev Dev Econ 12(3):668–681
Bilgili F, Ulucak R (2018) Is there deterministic, stochastic, and/or club convergence in ecological footprint indicator among G20 countries? Environ Sci Pollut Res 25(35):35404–35419
Bilgili F, Ulucak R, Kocak E (2019) Implications of environmental convergence: continental evidence based on ecological footprint. In: Shahbaz M and Balsalobre D (eds) Energy and environmental strategies in the era of globalization. Green energy and technology. Cham: Springer, 2019, pp. 133–165
Brock WA, Taylor MS (2003) The kindergarten rule of sustainable growth. NBER, Massachusetts (Working Paper 9597)
Christopoulos DK, Leon-Ledesma MA (2010) Smooth breaks and nonlinear mean reversion: post-Bretton woods real exchange rates. J Int Money Finance 29:1076–1093
Christopoulos DK, Leon-Ledesma MA (2011) International output convergence, breaks, and asymmetric adjustment. Stud Nonlinear Dyn Econom 15:67–97
Churchill SA, Inekwe J, Ivanovski K (2018) Conditional convergence in per capita carbon emissions since 1900. Appl Energy 228:916–927
Criado CO, Grether JM (2011) Convergence in per capita CO2 emissions: a robust distributional approach. Resour Energy Econ 33(3):637–665
Durlauf S, Johnson PA (1995) Multiple regimes and cross-country growth behavior. J Appl Econ 10:365–384
ECOWREX (2008) Ecowas environmental policy. Accessed at:http://www.ecowrex.org/system/files/repository/2008_ecowas_environmental_policy_-_ecowas.pdf
El-Montasser G, Inglesi-Lotz R, Gupta R (2015) Convergence of greenhouse gas emissions among G7 countries. Appl Econ 47(60):6543–6552
Erdogan S, Okumus I (2021) Stochastic and club convergence of ecological footprint: an empirical analysis for different income group of countries. Ecol Indic 121:107123
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(24):24758–24771
Evans P, Kim JU (2011) Stochastic convergence of the catch-up rate and multiple structural breaks in Asian countries. Econ Lett 111(3):260–263
Galli A, Wackernagel M, Iha K, Lazarus E (2014) Ecological footprint: implications for biodiversity. Biol Cons 173:121–132
Galor O (1996) Convergence? Inferences from theoretical models. Econ J 106:1056–1069
Ganioğlu A, Seven Ü (2021) Do regional house prices converge? Evidence from a major developing economy. Central Bank Review 21(1):17–24
Haider S, Akram V (2019) Club convergence analysis of ecological and carbon footprint: evidence from a cross-country analysis. Carbon Manag 10(5):451–463
Hakura, DS (2004). Growth in the middle east and north Africa. IMF Working Paper, WP/04/56.
Halliru AM, Loganathan N, Sethi N, Hassan AAG (2020) FDI inflows, energy consumption and sustainable economic growth for ECOWAS countries: the pollution haven hypothesis approach. Int J Green Econ 14(4):327–348
Isik C, Ahmad M, Ongan S, Ozdemir D, Irfan M, Alvarado R (2021) Convergence analysis of the ecological footprint: theory and empirical evidence from the USMCA countries. Environ Sci Pollut Res 28:32648–32659
Islam N (2003) What have we learnt from the convergence debate? J Econ Surv 17(3):309–362
IUCN (2017) West Africa Environmental Policy. Accessed at https://www.iucn.org/sites/dev/files/content/documents/policy_brief_wa_environmnetal_policy.pdf
Ivanovski K, Churchill SA (2020) Convergence and determinants of greenhouse gas emissions in Australia: a regional analysis. Energy Econ 92:104971
Johnson P, Papageorgiou C (2020) What remains of cross-country convergence? J Econ Lit 58(1):29–75
Kitzes J, Wackernagel M, Loh J, Peller A, Goldfinger S, Cheng D, Tea K (2008) Shrink and share: humanity’s present and future ecological footprint. Philos Trans R Soc Lond B Biol Sci 363(1491):467–475
Lee CC, Chang CP (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
Li Q, Papell D (1999) Convergence of international output time series evidence for 16 OECD countries. Int Rev Econ Finance 8(3):267–280
List JA (1999) Have air pollutant emissions converged among US regions? Evidence from unit root tests. South Econ J 66(1):144–155
Mendez C, Kataoka M (2021) Disparities in regional productivity, capital accumulation, and efficiency across Indonesia: a club convergence approach. Rev Dev Econ 25(2):790–809
Mishra A, Mishra V (2018) Is there conditional convergence in the per capita incomes of BIMAROU states in India? Econ Model 70:429–437
Murshed M (2021) Can regional trade integration facilitate renewable energy transition to ensure energy sustainability in South Asia? Energy Rep 7:808–821
Murshed M, Nurmakhanova M, Al-Tal R, Mahmood H, Elheddad M, Ahmed R (2022) Can intra-regional trade, renewable energy use, foreign direct investments, and economic growth mitigate ecological footprints in South Asia? Energ Source Part B 1–26.
Nwaka ID, Nwogu MU, Uma KE, Ike GN (2020) Agricultural production and CO2 emissions from two sources in the ECOWAS region: new insights from quantile regression and decomposition analysis. Sci Total Environ 748:141329
Omojolaibi A, Yameogo CE, Ogunbusola OJ (2020) Carbon dioxide emissions convergence and institutional quality in ECOWAS. J Acad Res Econ 12(1):69–90
Omotor DG (2017) Economic growth and emissions: testing the environmental Kuznets curve hypothesis for ECOWAS countries. West Afr J Monet Econ Integr 17(2):25–56
Onuoha FC, Uzoechina BI, Ochuba OI, Inyang NF (2022) Economic expansion, energy sources and environmental quality in ECOWAS sub-region: evidence from a heterogeneous panel nonlinear Autoregressive Distributed Lag (PNARDL). Environ Sci Pollut Res 29(6):8892–8908
Panopoulou E, Pantelidis T (2009) Club convergence in carbon dioxide emissions. Environ Resour Econ 44(1):47–70
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(26):33751–33763
Phillips PC, Sul D (2007) Transition modeling and econometric convergence tests. Econometrica 75(6):1771–1855
Presno MJ, Landajo M, Gonz´alez PF (2018) Stochastic convergence in per capita CO2 emissions. An approach from nonlinear stationarity analysis. Energy Econ 70:563–581
Rhodes ER, Atewamba C (2019) Climate change impact factors in ECOWAS. J Agric Environ Int Dev 113(1):35–78
Sala-i-Martin XX (1996) Regional cohesion: evidence and theories of regional growth and convergence. Eur Econ Rev 40(6):1325–1352
Solarin SA (2014) Convergence of CO2 emission levels: evidence from African countries. J Econ Res 19(1):65–92
Solarin SA, Tiwari A (2020) Convergence in sulphur dioxide (SO2) emissions since 1850 in OECD countries: evidence from a new panel unit root test. Environ Model Assess 25(5):665–675
Solarin SA, Tiwari AK, Bello MO (2019) A multi-country convergence analysis of ecological footprint and its components. Sustain Cities Soc 46:101422
Solarin SA (2019) Convergence in CO2 emissions, carbon footprint and ecological footprint: evidence from OECD countries. Environ Sci Pollut Res 26(6):6167–6181
Solarin SA, Yilanci V, Gorus MS (2021) Convergence of aggregate and sectoral nitrogen oxides in G7 countries for 1750–2019: evidence from a new panel Fourier threshold unit root test. J Clean Prod 324:129298
Solow RM (1956) A contribution to the theory of economic growth. Q J Econ 70(1):65–94
Strazicich MC, List JA (2003) Are CO2 emission levels converging among industrial countries? Environ Resour Econ 24(3):263–271
Sun J, Su CW, Shao GL (2016) Is carbon dioxide emission convergence in the ten largest economies? Int J Green Energy 13(5):454–461
Tillaguango B, Alvarado R, Dagar V, Murshed M, Pinzón Y, Méndez P (2021) Convergence of the ecological footprint in Latin America: the role of the productive structure. Environ Sci Pollut Res 28:59771–59783
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
Ulucak R, Lin D (2017) Persistence of policy shocks to Ecological Footprint of the USA. Ecol Indic 80:337–343
Ulucak R, Kassouri Y, İlkay SÇ, Altıntaş H, Garang APM (2020) Does convergence contribute to reshaping sustainable development policies? Insights from Sub-Saharan Africa Ecol Indic 112:106140
USAID (2013) West Africa environmental threats and opportunities assessment. final report. Accessed at:https://usaidgems.org/Documents/FAA&Regs/FAA118119/WestAfrica2013.pdf
Wachernagel M, Rees W (1996) Our ecological footprint: reducing human impact on the earth. New Society Publishers, The New Catalyst Bioregional Series
Wackernagel M (1994) Ecological Footprint and appropriated carrying capacity: a tool for planning toward sustainability. (Ph.D. thesis) School of Community and Regional Planning, The University of British Columbia
Wackernagel M, White S, Moran D (2004) Using ecological footprint accounts: from analysis to applications. Int J Environ Sustain Dev 3(3–4):293–315
Westerlund J, Basher SA (2008) Testing for convergence in carbon dioxide emissions using a century of panel data. Environ Resour Econ 40(1):109–120
Wu J, Abban O, Hongxing Y, Boadi AD, Ankomah-Asare ET (2021) The nexus amid foreign direct investment, urbanization, and CO2 emissions: evidence from energy grouping along the ECOWAS community. Environ. Dev. Sustain. 1–25.
Yilanci V, Gorus MS, Solarin SA (2021) Convergence in per capita carbon footprint and ecological footprint for G7 countries: evidence from panel Fourier threshold unit root test. Energy Environ.
Yilanci V, Pata UK (2020) Convergence of per capita ecological footprint among the ASEAN-5 countries: evidence from a nonlinear panel unit root test. Ecol Indic 113:106178
Young AT, Higgins MJ, Levy D (2008) Sigma convergence versus beta convergence: evidence from US county-level data. J Money Credit Bank 40(5):1083–1093
Author information
Authors and Affiliations
Contributions
Veli Yilanci: conceptualization, methodology, software, writing – review and editing. Ugur Ursavas: data collection, conceptualization, methodology, writing – review and editing. Neslihan Ursavas: conceptualization, methodology, writing – review and editing. All authors read and approved the final manuscript.
Corresponding author
Ethics declarations
Ethical approval and consent to participate.
Not applicable.
Consent for publication
Not applicable.
Conflict of interest
The authors declare no competing interests.
Additional information
Responsible Editor: Eyup Dogan
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Appendix
Appendix
Rights and permissions
About this article
Cite this article
Yilanci, V., Ursavaş, U. & Ursavaş, N. Convergence in ecological footprint across the member states of ECOWAS: evidence from a novel panel unit root test. Environ Sci Pollut Res 29, 79241–79252 (2022). https://doi.org/10.1007/s11356-022-21441-1
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11356-022-21441-1