Abstract
In recent environmental sustainability literature, ecological footprint is largely seen as the most appropriate indicator of environmental destruction. However, due to lack of clarity in its relationship with economic growth, ecosystem services, biodiversity and human well-being, serious academic and political attention on environmental sustainability has not really reflected on ecological footprint. Using CADF unit root test, Westerlund cointegration test, common correlated effects and Dumitrescu Hurlin causality approaches, we conduct empirical analysis of the relationship among urbanization, economic growth and ecological footprint: evidence from Eastern Europe between 1998Q4 and 2017Q4. We address the following protracted questions in the literature: (1) Can we find a relationship between ecological footprint, urbanization and growth? (2) What explains the relationship, if any? The outcomes of the Westerlund cointegration test reveal cointegration among the variables, (ii) the outcome of the Dumitrescu Hurlin causality test indicates that there is a long-run unidirectional causality running from growth to the ecological footprint and (iii) urbanization does not homogeneously cause ecological footprint. The study has implications for regional policy actions that could support the reduction of ecological deficits through growth and urbanization policies towards improving regional environmental quality.
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Acaravci SK, Acaravci A, Ozturk I (2011) Stock returns and inflation nexus in Turkey: Evidence from ARDL bounds testing approach. Economic Computation and Economic Cybernetics Studies and Research 45(3):143–154
Adebayo TS, Kirikkaleli D (2021) Impact of renewable energy consumption, globalization, and technological innovation on environmental degradation in Japan: application of wavelet tools. Environ Dev Sustain 1–26
Adedoyin FF, Alola AA, Bekun FV (2020) An assessment of environmental sustainability corridor: the role of economic expansion and research and development in EU countries. Sci Total Environ 713:136726
Ahmed Z, Wang Z (2019) Investigating the impact of human capital on the ecological footprint in India: an empirical analysis. Environ Sci Pollut Res 26(26):26782–26796
Ahmed Z, Wang Z, Mahmood F, Hafeez M, Ali N (2019) Does globalization increase the ecological footprint? Empirical evidence from Malaysia. Environ Sci Pollut Res 26(18):18565–18582
Ahmed Z, Zafar MW, Ali S (2020) Linking urbanization, human capital, and the ecological footprint in G7 countries: an empirical analysis. Sustain Cities Soc 55:102064
Alam GM, Alam K, Mushtaq S (2017) Climate change perceptions and local adaptation strategies of hazard-prone rural households in Bangladesh. Clim Risk Manag 17:52–63
Al-Mulali U, Solarin SA, Ozturk I (2016) Investigating the presence of the environmental Kuznets curve (EKC) hypothesis in Kenya: an autoregressive distributed lag (ARDL) approach. Nat Hazards 80(3):1729–1747
Langnel Z, Amegavi GB (2020) Globalization, electricity consumption and ecological footprint: An autoregressive distributive lag (ARDL) approach. Sustain Cities Soc 63:102482
Apergis N, Ozturk I (2015) Testing environmental Kuznets curve hypothesis in Asian countries. Ecol Indic 52:16–22
Assamoi GR, Wang S, Liu Y, Gnangoin YTB (2020) Investigating the pollution haven hypothesis in Cote d’Ivoire: evidence from autoregressive distributed lag (ARDL) approach with structural breaks. Environ Sci Pollut Res 27(14):16886–16899
Bai J, Ng S (2001) A consistent test for conditional symmetry in time series models. J Econ 103(1–2):225–258
Bai J, Ng S (2004) A PANIC attack on unit roots and cointegration. Econometrica 72(4):1127–1177
Baloch MA, Zhang J, Iqbal K, Iqbal Z (2019) The effect of financial development on ecological footprint in BRI countries: evidence from panel data estimation. Environ Sci Pollut Res 26(6):6199–6208
Balsalobre-Lorente D, Gokmenoglu KK, Taspinar N, Cantos-Cantos JM (2019) An approach to the pollution haven and pollution halo hypotheses in MINT countries. Environ Sci Pollut Res 26(22):23010–23026
Banerjee A, Carrion-i-Silvestre JL (2017) Testing for panel cointegration using common correlated effects estimators. J Time Ser Anal 38(4):610–636
Beckerman W (1992) Economic growth and the environment: whose growth? Whose environment? World Dev 20(4):481–496
Bekhet HA, Othman NS (2017) Impact of urbanization growth on Malaysia CO2 emissions: evidence from the dynamic relationship. J Clean Prod 154:374–388
Bello MO, Solarin SA, Yen YY (2018) The impact of electricity consumption on CO2 emission, carbon footprint, water footprint and ecological footprint: the role of hydropower in an emerging economy. J Environ Manag 219:218–230
Beşe E, Kalayci S (2021). Environmental Kuznets curve (EKC): empirical relationship between economic growth, energy consumption, and CO2 emissions: evidence from 3 developed countries. Panoeconomicus (00):4–4.
Blackburne EF III, Frank MW (2007) Estimation of nonstationary heterogeneous panels. Stata J 7(2):197–208
Błażejowski M, Kwiatkowski J, Gazda J (2019) Sources of economic growth: a global perspective. Sustainability 11(1):275
Borghesi S, Vercelli A (2003) Sustainable globalisation. Ecol Econ 44(1):77–89
Brunnermeier SB, Levinson A (2004) Examining the evidence on environmental regulations and industry location. J Environ Dev 13(1):6–41
Buishand (1982) Some methods for testing the homogeneity of rainfall records. J Hydrol 58(1–2):11–27
Campello M, Galvao AF, Juhl T (2019) Testing for slope heterogeneity bias in panel data models. J Bus Econ Stat 37(4):749–760
Candelon B, Dumitrescu E I, Hurlin C, Palm F (2011) Modeling financial crisis mutation. DR LEO, 17
Charfeddine L (2017) The impact of energy consumption and economic development on ecological footprint and CO2 emissions: evidence from a Markov switching equilibrium correction model. Energy Econ 65:355–374
Charfeddine L, Mrabet Z (2017) The impact of economic development and social-political factors on ecological footprint: a panel data analysis for 15 MENA countries. Renew Sustain Energy Rev 76:138–154
Chow GC (1960) Tests of equality between sets of coefficients in two linear regressions. Econometrica 28:591–605
Chudik A, Pesaran MH (2013) Large panel data models with cross-sectional dependence: a survey. CAFE Research Paper (13.15)
Chudik A, Pesaran MH (2015) Common correlated effects estimation of heterogeneous dynamic panel data models with weakly exogenous regressors. J Econ 188(2):393–420
Clancy JS (2008) Urban ecological footprints in Africa. Afr J Ecol 46(4):463–470
Clarke R, Sosa A, Murphy F (2019) Spatial and life cycle assessment of bioenergy-driven land-use changes in Ireland. Sci Total Environ 664:262–275
Dantzig GB, Saaty TL (1973) Compact city: a plan for a live able urban environment. WH Freeman
Destek MA, Sarkodie SA (2019) Investigation of environmental Kuznets curve for ecological footprint: the role of energy and financial development. Sci Total Environ 650:2483–2489
Destek MA, Ulucak R, Dogan E (2018) Analyzing the environmental Kuznets curve for the EU countries: the role of ecological footprint. Environ Sci Pollut Res 25(29):29387–29396
Dogan E, Turkekul B (2016) CO2 emissions, real output, energy consumption, trade, urbanization and financial development: testing the EKC hypothesis for the USA. Environ Sci Pollut Res 23(2):1203–1213
Dumitrescu EI, Hurlin C (2012) Testing for Granger non-causality in heterogeneous panels. Econ Model 29(4):1450–1460
Eberhardt M, Bond S (2009) Cross-section dependence in nonstationary panel models: a novel estimator.
Ehrlich PR, Holdren JP (1971) Impact of population growth. Science 171(3977):1212–1217
Farhani S, Ozturk I (2015) Causal relationship between CO 2 emissions, real GDP, energy consumption, financial development, trade openness, and urbanization in Tunisia. Environ Sci Pollut Res 22(20):15663–15676
Galli A, Wiedmann T, Ercin E, Knoblauch D, Ewing B, Giljum S (2012) Integrating ecological, carbon and water footprint into a “footprint family” of indicators: definition and role in tracking human pressure on the planet. Ecol Indic 16:100–112
Gökmenoğlu K, Taspinar N (2016) The relationship between CO2 emissions, energy consumption, economic growth and FDI: the case of Turkey. J Int Trade Econ Dev 25(5):706–723
Gomez-Gonzalez JE, Gamboa-Arbeláez J, Hirs-Garzón J, Pinchao-Rosero A (2018) When bubble meets bubble: contagion in OECD countries. J Real Estate Financ Econ 56(4):546–566
Grossman GM, Krueger AB (1991) Environmental impacts of a North American free trade agreement (No. w3914). National Bureau of Economic Research
Grossman GM, Krueger AB (1995) Economic growth and the environment. Q J Econ 110(2):353–377
Hassan ST, Baloch MA, Mahmood N, Zhang J (2019) Linking economic growth and ecological footprint through human capital and biocapacity. Sustain Cities Soc 47:101516
Hatfield-Dodds S, Schandl H, Adams PD, Baynes TM, Brinsmead TS, Bryan BA, … McCallum R (2015) Australia is ‘free to choose’ economic growth and falling environmental pressures. Nature, 527(7576), 49-53
Heckscher EF (1922) The continental system: an economic interpretation. Clarendon Press
Hickel J, Kallis G (2020) Is green growth possible? New Polit Econ 25(4):469–486
Huang J, Nualart D, Viitasaari L (2020) A central limit theorem for the stochastic heat equation. Stochastic Process Applic 130(12):7170–7184
Hurlin C, Mignon V (2007) Second generation panel unit root tests. Working Papers
Ibrahim A (2020) Effects of energy consumption, economic growth and population growth on carbon dioxide emissions: a dynamic approach for African economies (1990-2011). MPRA Paper No. 97598
Isman M, Archambault M, Racette P, Konga CN, Llaque RM, Lin D, … Ouellet-Plamondon CM (2018) Ecological footprint assessment for targeting climate change mitigation in cities: a case study of 15 Canadian cities according to census metropolitan areas. J Clean Prod 174:1032-1043
Von Neumann J (1941) Distribution of the ratio of the mean square successive difference to the variance. Ann Math Stat 13:367–395
Jorgenson AK (2003) Consumption and environmental degradation: a cross-national analysis of the ecological footprint. Soc Probl 50(3):374–394
Khaliq MN, Ouarda TB (2007) On the critical values of the standard normal homogeneity test (SNHT). Int J Climatol J R Meteorol Soc 27(5):681–687
Khan SAR, Sharif A, Golpîra H, Kumar A (2019) A green ideology in Asian emerging economies: from environmental policy and sustainable development. Sustain Dev 27(6):1063–1075
Khan SAR, Yu Z, Belhadi A, Mardani A (2020) Investigating the effects of renewable energy on international trade and environmental quality. J Environ Manag 272:111089
Kirikkaleli D, Kalmaz DB (2020) Testing the moderating role of urbanization on the environmental Kuznets curve: empirical evidence from an emerging market. Environ Sci Pollut Res 27(30):38169–38180
Kirikkaleli D, Sowah JK (2020) A wavelet coherence analysis: nexus between urbanization and environmental sustainability. Environ Sci Pollut Res 27:30295–30305
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 B Biol Sci 363(1491):467–475
Kitzes J, Galli A, Bagliani M, Barrett J, Dige G, Ede S, Wiedmann T (2009) A research agenda for improving national ecological footprint accounts. Ecol Econ 68(7):1991–2007
Latif Z, Latif S, Ximei L, Pathan ZH, Salam S, Jianqiu Z (2018) The dynamics of ICT, foreign direct investment, globalization and economic growth: panel estimation robust to heterogeneity and cross-sectional dependence. Telematics Inform 35(2):318–328
Lazăr D, Minea A, Purcel AA (2019) Pollution and economic growth: evidence from Central and Eastern European countries. Energy Econ 81:1121–1131
Li S, Yuan W, Shi TM, Zhou L (2011) Dynamic analysis of ecological footprints of Nanchong City in the process of urbanization. Procedia Eng 15:5415–5419
Luo W, Bai H, Jing Q, Liu T, Xu H (2018) Urbanization-induced ecological degradation in Midwestern China: an analysis based on an improved ecological footprint model. Resour Conserv Recycl 137:113–125
Khaliq MN, Ouarda TBMJ (2007) On the critical values of the standard normal homogeneity test (SNHT). Int J Climatol 27:681–687
Majeed MT, Mazhar M (2019) Financial development and ecological footprint: a global panel data analysis. Pak J Commer Soc Sci (PJCSS) 13(2):487–514
Mansir N, Teo SH, Rashid U, Saiman MI, Tan YP, Alsultan GA, Taufiq-Yap YH (2018) Modified waste egg shell derived bifunctional catalyst for biodiesel production from high FFA waste cooking oil. A review. Renew Sustain Energy Rev 82:3645–3655
Marcotullio PJ (2017) Transition theories. Defining the urban: interdisciplinary and professional perspectives. Londres, Reino Unido: Routledge, 236-248
Martínez-Zarzoso I, Maruotti A (2011) The impact of urbanization on CO2 emissions: evidence from developing countries. Ecol Econ 70(7):1344–1353
Mikayilov JI, Galeotti M, Hasanov FJ (2018) The impact of economic growth on CO2 emissions in Azerbaijan. J Clean Prod 197:1558–1572
Mol APJ (1997) Ecological modernization: industrial transformations and environmental reform. In: Redclift M, Woodgate G (eds) The international handbook of environmental sociology. Edward Elgar, London, pp 138–149
Moon HR, Perron B (2004) Testing for a unit root in panels with dynamic factors. J Econ 122(1):81–126
Mrabet Z, Alsamara M (2017) Testing the Kuznets curve hypothesis for Qatar: a comparison between carbon dioxide and ecological footprint. Renew Sustain Energy Rev 70:1366–1375
Nathaniel SP (2021) Ecological footprint, energy use, trade, and urbanization linkage in Indonesia. GeoJournal 86(5):2057–2070
Nathaniel S, Khan SAR (2020) The nexus between urbanization, renewable energy, trade, and ecological footprint in ASEAN countries. J Clean Prod 272:122709
Nathaniel S, Anyanwu O, Shah M (2020) Renewable energy, urbanization, and ecological footprint in the Middle East and North Africa region. Environ Sci Pollut Res 1–13
Nathaniel S, Nwodo O, Adediran A, Sharma G, Shah M, Adeleye N (2019) Ecological footprint, urbanization, and energy consumption in South Africa: including the excluded. Environ Sci Pollut Res 26(26):27168–27179
Niccolucci V, Tiezzi E, Pulselli FM, Capineri C (2012) Biocapacity vs Ecological Footprint of world regions: A geopolitical interpretation. Ecol Indic 16:23–30
Pao HT, Tsai CM (2010) CO2 emissions, energy consumption and economic growth in BRIC countries. Energy Policy 38(12):7850–7860
Parks R (1967) Efficient estimation of a system of regression equations when disturbances are both serially and contemporaneously correlated, Journal of the American Statistical Association, 62, 500–9vs Ecological Footprint of world regions: A geopolitical interpretation. Ecol Indic 16:23–30
Pedroni P (1999) Critical values for cointegration tests in heterogeneous panels with multiple regressors. Oxford Bull Econ Stat 61(S1):653–670
Pesaran MH (2006) Estimation and inference in large heterogeneous panels with a multifactor error structure. Econometrica 74(4):967–1012
Pesaran MH (2007) A simple panel unit root test in the presence of cross-section dependence. J Appl Econ 22(2):265–312
Pesaran MH (2012) On the interpretation of panel unit root tests. Econ Lett 116(3):545–546
Pesaran MH (2015) Testing weak cross-sectional dependence in large panels. Econ Rev 34(6–10):1089–1117
Pesaran M Hashem, Yongcheol Shin, Ron P Smith (1999) Pooled mean group estimation of dynamic heterogeneous panels. J Am Stat Assoc 94.446:621-634
Pesaran MH, Shin Y, Smith RJ (2001) Bounds testing approaches to the analysis of level relationships. J Appl Econ 16(3):289–326
Pettitt AN (1979) A non-parametric approach to the change-point problem. J R Stat Soc Ser C Appl Stat 28(2):126–135
Ponce P, Oliveira C, Álvarez V, del Río-Rama MDLC (2020) The liberalization of the internal energy market in the European Union: evidence of its influence on reducing environmental pollution. Energies 13(22):6116
Poumanyvong P, Kaneko S (2010) Does urbanization lead to less energy use and lower CO2 emissions? A cross-country analysis. Ecol Econ 70(2):434–444
Sarafidis V, Robertson D (2009) On the impact of error cross-sectional dependence in short dynamic panel estimation. Econ J 12(1):62–81
Sarkodie SA, Strezov V (2019) Effect of foreign direct investments, economic development and energy consumption on greenhouse gas emissions in developing countries. Sci Total Environ 646:862–871
Shahbaz M, Shahzad SJH, Mahalik MK, Hammoudeh S (2018) Does globalisation worsen environmental quality in developed economies? Environ Model Assess 23(2):141–156
Shaker RR (2015) The wellbeing of nations: an empirical assessment of sustainable urbanization for Europe. Int J Sustain Dev World Ecol 22(5):375–387
Sinha A, Shahbaz M, Balsalobre D (2019) Data selection and environmental Kuznets curve models-environmental Kuznets curve models, data choice, data sources, missing data, balanced and unbalanced panels. In Environmental Kuznets Curve (EKC). Academic Press, pp. 65–83
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
Solarin SA, Al-Mulali U (2018) Influence of foreign direct investment on indicators of environmental degradation. Environ Sci Pollut Res 25(25):24845–24859
Solow RM (1973) Is the end of the world at hand? Challenge 16(1):39–50
Stern DI (2004) The rise and fall of the environmental Kuznets curve. World Dev 32(8):1419–1439
Sui LI, Tie-Mao S, Shi-Lei F, Le Z, Miao L, Wei W (2011) Landscape ecological security pattern during urban expansion of Nanchong City. Yingyong Shengtai Xuebao 22(3)
Tracy EF, Shvarts E, Simonov E, Babenko M (2017) China’s new Eurasian ambitions: the environmental risks of the Silk Road Economic Belt. Eurasian Geogr Econ 58(1):56–88
Tscharntke T, Klein AM, Kruess A, Steffan-Dewenter I, Thies C (2005) Landscape perspectives on agricultural intensification and biodiversity–ecosystem service management. Ecol Lett 8(8):857–874
Uddin GA, Salahuddin M, Alam K, Gow J (2017) Ecological footprint and real income: panel data evidence from the 27 highest emitting countries. Ecol Indic 77:166–175
Ulucak R, Bilgili F (2018) A reinvestigation of EKC model by ecological footprint measurement for high, middle and low income countries. J Clean Prod 188:144–157
Ulucak R, Khan SUD (2020) Determinants of the ecological footprint: role of renewable energy, natural resources, and urbanization. Sustain Cities Soc 54:101996
Wackernagel M, Monfreda C, Moran D, Wermer P, Goldfinger S, Deumling D, Murray M (2005) National footprint and biocapacity accounts 2005: the underlying calculation method. Land Use Policy 21(2004):231–246
Wang Jingyi, Dong Kangyin (2019) What drives environmental degradation? Evidence from 14 Sub-Saharan African countries. Sci Total Environ 656:165–173
Wang S, Zeng J, Liu X (2019) Examining the multiple impacts of technological progress on CO2 emissions in China: a panel quantile regression approach. Renew Sustain Energy Rev 103:140–150
Wang S, Zeng J, Huang Y, Shi C, Zhan P (2018) The effects of urbanization on CO2 emissions in the Pearl River Delta: a comprehensive assessment and panel data analysis. Appl Energy 228:1693–1706
Weber H, Sciubba JD (2019) The effect of population growth on the environment: evidence from European regions. Eur J Popul 35(2):379–402
Westerlund J (2008) Panel cointegration tests of the Fisher effect. J Appl Econ 23(2):193–233
Westerlund J, Urbain JP (2015) Cross-sectional averages versus principal components. J Econ 185(2):372–377
York R, Rosa EA, Dietz T (2003) STIRPAT, IPAT and ImPACT: analytic tools for unpacking the driving forces of environmental impacts. Ecol Econ 46(3):351–365
Zhang L, Li Z, Kirikkaleli D, Adebayo TS, Adeshola I, Akinsola GD (2021) Modeling CO2 emissions in Malaysia: an application of Maki cointegration and wavelet coherence tests. Environ Sci Pollut Res 28(20):26030–26044
Zhang Y, Chen X, Wu Y, Shuai C, Shen L (2019) The environmental Kuznets curve of CO2 emissions in the manufacturing and construction industries: a global empirical analysis. Environ Impact Assess Rev 79:106303
Zoundi Z (2017) CO2 emissions, renewable energy and the environmental Kuznets curve, a panel cointegration approach. Renew Sustain Energy Rev 72:1067–1075
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2. BS reviewed the introduction and the literature reviews of the article.
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Addai, K., Serener, B. & Kirikkaleli, D. Empirical analysis of the relationship among urbanization, economic growth and ecological footprint: evidence from Eastern Europe. Environ Sci Pollut Res 29, 27749–27760 (2022). https://doi.org/10.1007/s11356-021-17311-x
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DOI: https://doi.org/10.1007/s11356-021-17311-x