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Spatial impact of foreign direct investment on ecological footprint in Africa

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Abstract

This study examines the spatial impact of FDI on ecological footprint of 31 African countries. In achieving this, the study uses the Driscoll-Kraay (1998) random effect model, fixed-effect instrumental variable regression, and the spatial Durbin model. There are three main important findings from this empirical study. First, FDI has a nonlinear impact on ecological footprint in Africa. At the initial stage, FDI reduces ecological footprint up to a threshold of $404.75–$669.96 million, before the impact increases ecological degradation. This result is robust to the instrumental regression model. Second, the results further reveal a significant spatial spillover of FDI on ecological footprint in Africa. Third, the empirical results provide evidence of both direct and spillover effects of environmental degradation determinant in Africa. This denotes that environmental quality of a particular country influences the environmental quality of other neighbouring countries. While it is important to attract significant amount of foreign investment to Africa, this study recommends that African governments need to improve their environmental regulations and laws to achieve transfer of energy-saving technology from foreign investors.

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Fig. 1

Source: UNCTAD (2021)Query

Fig. 2

Source: Global Footprint Network (GFN)

Fig. 3

Source: Authors’ calculation using Global Footprint Network Database

Fig. 4

Source: Authors’ computation using data from Global Footprint Network Database

Fig. 5

Source: Authors’ computation using data from Global Footprint Network and UNCTAD Database

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Data availability

The datasets used and/or analysed during the current study are available from the corresponding author on reasonable request.

Notes

  1. http://www.footprintnetwork.org/our-work/ecological-footprint/

  2. http://www.footprintnetwork.org/resources/data/

  3. https://data.footprintnetwork.org/#/

  4. Quadrant A in Fig. 3 are countries with negative spatial clustering of low ecological footprint, while B indicates countries with positive spatial clustering of high ecological footprint, C indicates positive spatial cluster of countries with low ecological footprint, and D is negative spatial cluster of high ecological footprint.

  5. The selected countries account for 91% of total stock of FDI inflows in Africa in 2017. This makes our sample more representative.

  6. The fixed-effect instrumental regression is used to address endogeneity in the model. Lagged FDI was used as instruments in the model.

  7. This study empirically confirms the presence of spatial autocorrelation in Eq. (2) with the Moran \(Ii\) test. This is done through the residual of the pooled regression (not reported in this study but available on request).

  8. See Elhorst (2014) for more on the mathematical derivation.

References

  • Abdo, A, Li, B, Zhang, X, Lu, J and Rasheed, A. (2020). Influence of FDI on environmental pollution in selected Arab countries: a spatial econometric analysis perspective. Environ Sci Pollut Res 27(22): 28222–28246. https://doi.org/10.1007/s11356-020-08810-4

  • Adekola O, Mitchell G, Grainger A (2015) Inequality and ecosystem services: the value and social distribution of Niger Delta wetland services. Ecosyst Serv 12:42–54. https://doi.org/10.1016/j.ecoser.2015.01.005

    Article  Google Scholar 

  • Aghasafari H, Aminizadeh M, Karbasi A, Calisti R (2021) CO2 emissions, export and foreign direct investment: empirical evidence from Middle East and North African Region. J Int Trade Econ Dev 30(7):1054–1076. https://doi.org/10.1080/09638199.2021.1934087

    Article  Google Scholar 

  • Ahmad M, Jiang P, Majeed A, Raza MY (2020a) Does financial development and foreign direct investment improve environmental quality? Evidence from belt and road countries. Environ Sci Pollut R 27(19):23586–23601

    Article  CAS  Google Scholar 

  • Ahmad M, Jiang P, Majeed A, Umar M, Khan Z, Muhammad S (2020b) The dynamic impact of natural resources, technological innovations and economic growth on ecological footprint: an advanced panel data estimation. Resour Policy 69:101817. https://doi.org/10.1016/j.resourpol.2020.101817

    Article  Google Scholar 

  • Ahmad M, Jiang P, Murshed M, Shehzad K, Akram R, Cui L, Khan Z (2021) Modelling the dynamic linkages between eco-innovation, urbanization, economic growth and ecological footprints for G7 countries: does financial globalization matter? Sustain Cities Soc 70:102881

    Article  Google Scholar 

  • Akinlo AE (2004) Foreign direct investment and growth in Nigeria: an empirical investigation. J Policy Model 26(2):627–639

    Article  Google Scholar 

  • Akinlo AE (2003) Globalization, international investment and stock market growth in sub-Saharan Africa. Visiting Research Fellow Monograph Series, (382).

  • Al-mulali U (2012) Factors affecting CO2 emission in the Middle East: A panel data analysis. Energy 44(1):564–569. https://doi.org/10.1016/j.energy.2012.05.045

  • Al-Mulali U, Tang CF (2013) Investigating the validity of pollution haven hypothesis in the gulf cooperation council (GCC) countries. Energ Policy 60:813–819

    Article  Google Scholar 

  • Alola AA, Bekun FV, Sarkodie SA (2019) Dynamic impact of trade policy, economic growth, fertility rate, renewable and non-renewable energy consumption on ecological footprint in Europe. Sci Total Environ 685:702–709. https://doi.org/10.1016/j.scitotenv.2019.05.139

    Article  CAS  Google Scholar 

  • Anselin L (1988) Spatial econometrics: methods and models. Springer, Netherlands

    Book  Google Scholar 

  • Anselin L (2009) Spatial regression. SAGE Handb Spat Anal 1:255–276

    Article  Google Scholar 

  • Anselin L, Bera A (1998) Spatial dependence in linear regression models with an introduction to spatial econometrics. In: Ullah A, Giles DEA (eds) Handbook of Applied Economic Statistics. Marcel Dekker, New York, pp 237–289

    Google Scholar 

  • Anselin L, Le Gallo J (2006) Interpolation of air quality measures in hedonic house price models: spatial aspects. Spat Econ Anal 1(1):31–52

    Article  Google Scholar 

  • Anyanwu J C (2012) Why does foreign direct investment go where it goes?: New evidence from African countries. Ann Econ Financ 13(2):425–462

  • Arogundade S, Biyase M, Eita JH (2021) Foreign direct investment and inclusive human development in sub-Saharan African countries: domestic conditions matter. Economia Internazionale/International Economics 74(4):463–498

  • Aremo AG, Ojeyinka TA (2018) Foreign direct investment, energy consumption, carbon emissions and economic growth in Nigeria (1970–2014): an aggregate empirical analysis. Int J Green Econ 12(3–4):209–227. https://doi.org/10.1504/IJGE.2018.097868

    Article  Google Scholar 

  • Ashraf A, Doytch N, Uctum M (2020) Foreign direct investment and the environment: disentangling the impact of greenfield investment and merger and acquisition sales. Sustain Account Manag Policy J

  • Ayanlade A, Proske U (2015) Assessing wetland degradation and loss of ecosystem services in the Niger Delta, Nigeria. Marine and Freshwater Research, 67(6): 828-836. https://doi.org/10.1071/MF15066

  • Baek J (2016) A new look at the FDI–income–energy–environment nexus: dynamic panel data analysis of ASEAN. Energy Pol 91:22–27. https://doi.org/10.1016/j.enpol.2015.12.045

  • Baloch A, Ozturk I, Bekun V, Khan D (2020) Modeling the dynamic linkage between financial development, energy innovation, and environmental quality: Does globalization matter? Bus Strat Environ 30(1):176–184. https://doi.org/10.1002/bse.2615

    Article  Google Scholar 

  • Balsalobre-Lorente D, Shahbaz M, Roubaud D, Farhani S (2018) How economic growth, renewable electricity and natural resources contribute to CO2 emissions? Energ Policy 113:356–367. https://doi.org/10.1016/j.enpol.2017.10.050

    Article  Google Scholar 

  • Behera SR, Dash DP (2017) The effect of urbanization, energy consumption, and foreign direct investment on the carbon dioxide emission in the SSEA (south and southeast Asian) region. Renew Sust Energ Rev 70:96–106

    Article  CAS  Google Scholar 

  • Burridge P (1980) On the Cliff-Ord test for spatial correlation. J Roy Stat Soc: Ser B (methodol) 42(1):107–108

    Google Scholar 

  • 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 Sust Energ Rev 76:138-154. https://doi.org/10.1016/j.rser.2017.03.031

  • Chowdhury MAF, Shanto PA, Ahmed A, Rumana RH (2021) Does foreign direct investment impair the ecological footprint? New evidence from the panel quantile regression. Environ Sci Pollut R 28:14372–14385. https://doi.org/10.1007/s11356-020-11518-0

    Article  Google Scholar 

  • Cole MA, Elliott RJ, Zhang J (2011) Growth, foreign direct investment, and the environment: evidence from Chinese cities. J Reg Sci 51(1):121–138. https://doi.org/10.1111/j.1467-9787.2010.00674.x

  • Cramer W, Guiot J, Fader M, Garrabou J, Gattuso JP et al (2018) Climate change and interconnected risks to sustainable development in the Mediterranean. Nat Clim Change 8(11): 972-980. https://doi.org/10.1038/s41558-018-0299-2

  • Cumming GS, Von Cramon-Taubadel S (2018) Linking economic growth pathways and environmental sustainability by understanding development as alternate social-ecological regimes. Proc Natl Acad Sci U S A 115(38):9533–9538. https://doi.org/10.1073/pnas.1807026115

    Article  CAS  Google Scholar 

  • Danish Baloch MA, Mahmood N, Zhang JW (2019) Effect of natural resources, renewable energy and economic development on CO2 emissions in BRICS countries. Sci Total Environ 678:632–638. https://doi.org/10.1016/j.scitotenv.2019.05.028

    Article  CAS  Google Scholar 

  • Danish, Wang Z (2018) Dynamic relationship between tourism, economic growth, and environmental quality. J Sustain Tour 26(11):1928–1943

    Article  Google Scholar 

  • DeFries RS, Rudel T, Uriarte M, Hansen M (2010) Deforestation driven by urban population growth and agricultural trade in the twenty-first century. Nat Geosci 3(3):178

    Article  CAS  Google Scholar 

  • Destek MA, Okumus I (2019) Does pollution haven hypothesis hold in newly industrialized countries? Evidence from ecological footprint. Environ Sci Pollut Res 26(23):23689–23695. https://doi.org/10.1007/s11356-019-05614-z

  • 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. https://doi.org/10.1016/j.scitotenv.2018.10.017

    Article  CAS  Google Scholar 

  • Dinda S (2004) Environmental Kuznets curve hypothesis: a survey. Ecol Econ 49(4):431–455. https://doi.org/10.1016/j.ecolecon.2004.02.011

  • Doytch N, Ashraf A (2021) The ecological footprints of greenfield FDI and cross-border M&A Sales. Environ Model Assess 1–17.https://doi.org/10.1007/s10666-021-09777-3

  • Doytch N, Uctum M (2016) Globalization and the environmental impact of sectoral FDI. Econ Syst 40(4):582–594

    Article  Google Scholar 

  • Driscoll JC, Kraay AC (1998) Consistent covariance matrix estimation with spatially dependent panel data. Rev Econ Stat 80:549–560

    Article  Google Scholar 

  • Eskeland G S, Harrison AE (2003) Moving to greener pastures? Multinationals and the pollution haven hypothesis. J Dev Econ 70(1):1–23. https://doi.org/10.1016/S0304-3878(02)00084-6

  • Fakher HA (2019) Investigating the determinant factors of environmental quality (based on ecological carbon footprint index). Environ Sci Pollut Res 26(10):10276–10291. https://doi.org/10.1007/s11356-021-14470-9

  • GFN (2018) Global footprint network. http://data.footprintnetwork.org/.

  • GFN (2020) Global footprint network. http://data.footprintnetwork.org/.

  • Grossman GM, Krueger AB (1995) Economic growth and the environment. Q J Econ 110(2):353–377

    Article  Google Scholar 

  • Hakimi A, Hamdi H (2016) Trade liberalization, FDI inflows, environmental quality and economic growth: a comparative analysis between Tunisia and Morocco. Renew Sust Energ Rev 58:1445–1456

    Article  Google Scholar 

  • Hassan A, Meyer D (2021) Financial development–income inequality nexus in South Africa: A nonlinear analysis. Int J Econ Financ 12:15–25

    Google Scholar 

  • Hassan ST, Xia E, Khan NH, Mohsin S, Shah A (2018) Economic growth, natural resources and ecological footprints: evidence from Pakistan. Environ Sci Pollut Res 26:2929–2938. https://doi.org/10.1007/s11356-018-3803-3

    Article  Google Scholar 

  • He J (2006) Pollution haven hypothesis and environmental impacts of foreign direct investment: The case of industrial emission of sulfur dioxide (SO2) in Chinese provinces. Ecol Econ 60(1):228–245. https://doi.org/10.1016/j.ecolecon.2005.12.008

  • Iheonu CO, Anyanwu OC, Odo OK, Nathaniel SP (2021) Does economic growth, international trade, and urbanization uphold environmental sustainability in sub-Saharan Africa? Insights from quantile and causality procedures. Environ Sci Pollut Res 28:28222–28233

    Article  Google Scholar 

  • Kelejian HH, Tavlas GS, Hondroyiannis G (2006) A spatial modelling approach to contagion among emerging economies. Open Econ Rev 17(4):423–441

    Article  Google Scholar 

  • Khan D, Ulucak R (2020) How do environmental technologies affect green growth? Evidence from BRICS economies. Sci Total Environ, 712, 136504. https://doi.org/10.1016/j.scitotenv.2020.136504

  • Khan A (2007) Foreign direct investment and economic growth: the role of domestic financial sector. Pakistan Institute of Development Economics (PIDE) Working Paper.

  • Kirkulak B, Qiu B, Yin W (2011) The impact of FDI on air quality: evidence from China. J Chinese Econ Foreign Trade Stud. https://doi.org/10.1108/17544401111143436

  • Kissinger M, Rees WE (2010) Importing terrestrial biocapacity: The U.S. case and global implications. Land Use Policy 27(2):589–599. https://doi.org/10.1016/j.landusepol.2009.07.014

    Article  Google Scholar 

  • Lambin EF, Meyfroidt P (2011) Global land use change, economic globalization, and the looming land scarcity. Proc Natl Acad Sci 108(9):3465–3472

    Article  CAS  Google Scholar 

  • LeSage J, Pace R K (2009) Introduction to spatial econometrics(1st ed.). Chapman and Hall/CRC. https://doi.org/10.1201/9781420064254

  • LeSage JP, Pace RK (2010) Spatial econometric models. In Handbook of applied spatial analysis (pp. 355–376). Springer, Berlin, Heidelberg

  • LeSage J, Pace RK (2009b) Introduction to spatial econometrics. Chapman and Hall, CRC

    Book  Google Scholar 

  • Maddison D (2006) Environmental Kuznets curves: a spatial econometric approach. J Environ Econ Manag 51:218–230. https://doi.org/10.1016/j.jeem.2005.07.002

    Article  Google Scholar 

  • Mahmood H, Alkhateeb Y, Furqan M (2020) Exports, imports, foreign direct investment and CO2 emissions in North Africa: spatial analysis. Energy Rep 6:2403–2409. https://doi.org/10.1016/j.egyr.2020.08.038

  • 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 R 26(26):27168–27179

    Article  Google Scholar 

  • Nathaniel SP, Barua S, Ahmed Z (2021a) What drives ecological footprint in top ten tourist destinations? Evidence from advanced panel techniques. Environ Sci Pollut Res 28:1–10

    Article  CAS  Google Scholar 

  • Nathaniel SP, Murshed M, Bassim M (2021) The nexus between economic growth, energy use, international trade and ecological footprints: the role of environmental regulations in N11 countries. Ener, Eco and Environ. 6(6): 496-512. https://doi.org/10.1007/s40974-020-00205-y

  • Nathaniel SP, Yalciner K, Bekun FV (2021). Assessing the environmental sustainability corridor: Linking natural resources, renewable energy, human capital, and ecological footprint in BRICS. Res Pol, 70, 101924.https://doi.org/10.1016/j.resourpol.2020.101924

  • Nunnenkamp P (2004) To what extent can foreign direct investment help achieve international development goals?. World Econ 27(5):657–677. https://doi.org/10.1111/j.0378-5920.2004.00620

  • Omri A, Nguyen DK, Rault C (2014) Causal interactions between CO2 emissions, FDI, and economic growth: evidence from dynamic simultaneous-equation models. Econ Model 42:382–389

    Article  Google Scholar 

  • Ozcan B, Tzeremes PG, Tzeremes NG (2020) Energy consumption, economic growth and environmental degradation in OECD countries. Econ Model 84:203–213. https://doi.org/10.1016/j.econmod.2019.04.010

    Article  Google Scholar 

  • Pao HT, Tsai CM (2011) Multivariate Granger causality between CO2 emissions, energy consumption, FDI (foreign direct investment) and GDP (gross domestic product): evidence from a panel of BRIC (Brazil, Russian Federation, India, and China) countries. Energy 36(1):685–693. https://doi.org/10.1016/j.energy.2010.09.041

  • Pazienza P (2015) The relationship between CO2 and foreign direct investment in the agriculture and fishing sector of OECD countries: evidence and policy considerations. Intellectual Economics 9(1):55–66

    Article  Google Scholar 

  • Ragoubi H, El Harbi S (2018) Entrepreneurship and income inequality: a spatial panel data analysis. Int Rev Appl Econ 32(3):374–422. https://doi.org/10.2478/tekhne-2019-0012

    Article  Google Scholar 

  • Rappaport J (2000) How does openness to capital flows affect growth?. FRB of Kansas City Research Working Paper No. 00-11.

  • Sabir S, Qayyum U, Majeed T (2020) FDI and environmental degradation: the role of political institutions in South Asian countries. Environ Sci Pollut Res 27(26):32544–32553

  • Sapkota P, Bastola U (2017) Foreign direct investment, income, and environmental pollution in developing countries: panel data analysis of Latin America. Energy Econ 64:206–212

    Article  Google Scholar 

  • 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

    Article  CAS  Google Scholar 

  • Seker F, Ertugrul HM, Cetin M (2015) The impact of foreign direct investment on environmental quality: a bounds testing and causality analysis for Turkey. Renew Sust Energ Rev 52:347–356

    Article  Google Scholar 

  • Shaari M S, Hussain N E, Abdullah H, Kamil S (2014) Relationship among foreign direct investment, economic growth and CO2 emission: a panel data analysis. International J Energy Econ Policy 4(4):706–715

  • Shahbaz M, Balsalobre-Lorente D, Sinha A (2019a) Foreign direct Investment-CO2 emissions nexus in Middle East and North African countries: importance of biomass energy consumption. J Clean Prod 217:603–614

    Article  Google Scholar 

  • Shahbaz M, Destek MA, Okumus I, Sinha A (2019b) An empirical note on comparison between resource abundance and resource dependence in resource abundant countries. Resour Policy 60:47–55

    Article  Google Scholar 

  • Shahbaz M, Raghutla C, Song M, Zameer H, Jiao Z (2020) Public-private partnerships investment in energy as new determinant of CO2 emissions: the role of technological innovations in China. Energy Econ 86:104664. https://doi.org/10.1016/j.eneco.2020.104664

    Article  Google Scholar 

  • Sharma SS (2011) Determinants of carbon dioxide emissions: empirical evidence from 69 countries Appl. Energy 88:376–382

    CAS  Google Scholar 

  • Shen J, Wei YD, Yang Z (2017) The impact of environmental regulations on the location of pollution-intensive industries in China. J Clean Prod 148:785–794

    Article  Google Scholar 

  • Solarin SA, Al-Mulali U, Musah I, Ozturk I (2017) Investigating the pollution haven hypothesis in Ghana: an empirical investigation. Energy 124:706–719

    Article  Google Scholar 

  • Sun C, Zhang F, Xu M (2017) Investigation of pollution haven hypothesis for China: an ARDL approach with breakpoint unit root tests. J Clean Prod 161:153–164

    Article  Google Scholar 

  • Tamazian A, Rao BB (2010) Do economic, financial and institutional developments matter for environmental degradation? Evidence from transitional economies. Energy Econ 32(1):137–145. https://doi.org/10.1016/j.eneco.2009.04.004

  • Tang CF, Tan BW (2015) The impact of energy consumption, income and foreign direct investment on carbon dioxide emissions in Vietnam. Energy 79:447–454

    Article  Google Scholar 

  • Tamazian A, Chousa JP, Vadlamannati KC (2009) Does higher economic and financial development lead to environmental degradation: evidence from BRIC countries. Energy Policy 37(1):246–253. https://doi.org/10.1016/j.enpol.2008.08.025

  • Tian X (2007) Accounting for sources of FDI technology spillovers: Evidence from China. J Int Bus Stud 38(1):147–159. https://doi.org/10.1057/palgrave.jibs.8400245

  • Tilman D, Socolow R, Foley JA, Hill J, Larson E, Lynd L et al (2009) Beneficial biofuels—the food, energy, and environment trilemma. Science 325(5938):270–271

    Article  CAS  Google Scholar 

  • Tobler WR (1970) A Computer Movie Simulating Urban Growth in the Detroit Region. Econ Geogr 46:234–240

    Article  Google Scholar 

  • Udemba EN (2020b) Ecological implication of offshored economic activities in Turkey: foreign direct investment perspective. Environ Sci Pollut R 27:38015–38028. https://doi.org/10.1007/s11356-020-09629-9

    Article  Google Scholar 

  • Udemba EN, Magazzino C, Bekun FV (2020) Modeling the nexus between pollutant emission, energy consumption, foreign direct investment, and economic growth: new insights from China. Environmental Science and Pollution Research, 27(15): 17831-17842 https://doi.org/10.1007/s11356-020-08180-x

  • Udemba EN (2020a) A sustainable study of economic growth and development amidst ecological footprint: new insight from Nigerian perspective. Sci Total Environ. 732, 139270 https://doi.org/10.1016/j.scitotenv.2020.139270

  • Ugwuegbe SU, Modebe NJ (2014) The impact and foreign direct investment on capital formation in Nigeria: a cointegration approach. Int J Econ Financ Manag Sci 2(2):188–196

    Google Scholar 

  • Ulph A (1992) The choice of environmental policy instruments and strategic international trade. In Conflicts and cooperation in managing environmental resources (111-132). Springer, Berlin, Heidelberg.

  • Ulucak R, Khan SUD (2020) Determinants of the ecological footprint: role of renewable energy, natural resources, and urbanization. Sustain Cities Soc 54:101996

    Article  Google Scholar 

  • Ulucak R, Khan S (2020) Determinants of the ecological footprint: role of renewable energy, natural resources, and urbanization. Sust Citi and Soci 54:101996

    Article  Google Scholar 

  • Ulucak R, Lin D (2017) Persistence of policy shocks to ecological footprint of the USA. Ecol Indic 80:337–343

    Article  Google Scholar 

  • UNCTAD (1999) Foreign direct investment in Africa: performance and potential. https://unctad.org/system/files/official-document/poiteiitm15.pdf. Accessed 28 October 2021

  • UNCTAD (2021) Foreign direct investment: inward and outward flows and stock, annual. Accessed 28 October 2021 https://unctadstat.unctad.org

  • Usman O, Rafindadi AA, Sarkodie SA (2021) Conflicts and ecological footprint in MENA countries: implications for sustainable terrestrial ecosystem. Environ Sci Pollut Res 28(42):59988–59999. https://doi.org/10.1007/s11356-021-14931-1

  • Wackernagel M, Rees W (1998) Our ecological footprint: reducing human impact on the earth 720:9. New Society Publishers.

  • Wang DT, Chen WY (2014) Foreign direct investment, institutional development, and environmental externalities: Evidence from China. J Environmental Manag 135:81–90. https://doi.org/10.1016/j.jenvman.2014.01.013

  • Wang Y, Zhao T (2015) Impacts of energy-related CO2 emissions: evidence from under developed, developing and highly developed regions in China. Ecol Indic 50:186–195. https://doi.org/10.1016/j.ecolind.2014.11.010

    Article  Google Scholar 

  • Wang Z, Ye X (2017) Re-examining environmental Kuznets curve for China’s city level carbon dioxide (CO2) emissions. Spat Stat 21:377–389

    Article  Google Scholar 

  • Wang L, Vo XV, Shahbaz M, Ak A (2020) Globalization and carbon emissions: is there any role of agriculture value-added, financial development, and natural resource rent in the aftermath of COP21? J Environ Manage 268:110712

    Article  CAS  Google Scholar 

  • Weinzettel J, Hertwich EG, Peters GP, Steen-Olsen K, Galli A (2013) Affluence drives the global displacement of land use. Global Environ Chang 23(2):433–438

    Article  Google Scholar 

  • Zafar MW, Zaidi SAH, Khan NR, Mizra FM, Hou F, Kirmani SAS (2019) The impact of natural resources, human capital and foreign direct investment on the ecological footprint: the case of the United States. Resour Policy 63:101428. https://doi.org/10.1016/j.resourpol.2019.101428

    Article  Google Scholar 

  • Zakarya GY, Mostefa B, Abbes SM, Seghir GM (2015) Factors affecting CO2 emissions in the BRICS countries: a panel data analysis. Procedia Econ Financ 26:114–125

  • Zhang Z, Zhu K, Hewings GJD (2017) A multi-regional input–output analysis of the pollution haven hypothesis from the perspective of global production fragmentation. Energy Econ 64:13–23

    Article  Google Scholar 

  • Zhao J, Zhao Z, Zhang H (2019) The impact of growth, energy and financial development on environmental pollution in China: new evidence from a spatial econometric analysis. Energ Econ 93: 104506. https://doi.org/10.1016/j.eneco.2019.104506

  • Zhu H, Duan L, Guo Y, Yu K (2016) The effects of FDI, economic growth and energy consumption on carbon emissions in ASEAN-5: evidence from panel quantile regression. Econ Model 58:237–248

    Article  Google Scholar 

  • Zhu L, Gan Q, Liu Y, Yan Z (2017) The impact of foreign direct investment on SO2 emissions in the Beijing-Tianjin-Hebei region: a spatial econometric analysis. J Clean Prod 166:189–196. https://doi.org/10.1016/j.jclepro.2017.08.032

    Article  Google Scholar 

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Sodiq Arogundade conceptualized the major idea of this research paper. He prepared the methodology, data collection, analysis, interpretation, and conclusion section. Adewale Hassan prepared the introduction, and Biyase Mduduzi prepared the literature review. The three authors have read and approved the final version of this manuscript.

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Correspondence to Sodiq Arogundade.

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Appendices

Appendix 1

(Table 7)

Table 7 Moran’s \({I}_{i}\) residual of ecological footprint regression by country*

Appendix 2

(Table 8)

Table 8 United Nation regional classification

Appendix 3

(Table 9)

Table 9 SAR vs. SEM vs. SDM model

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Arogundade, S., Mduduzi, B. & Hassan, A.S. Spatial impact of foreign direct investment on ecological footprint in Africa. Environ Sci Pollut Res 29, 51589–51608 (2022). https://doi.org/10.1007/s11356-022-18831-w

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