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Urban concentration, non-renewable energy consumption, and output: do levels of economic development matter?

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Abstract

The accelerated urbanization process generates a significant increase in energy, whose sources are mainly polluting. The harmful effects of both processes are reflected in climate change. This article examines the equilibrium and causality relationship among urban concentration, non-renewable energy consumption, and the real per capita output in 110 countries during 1971–2017. Using data from the World Bank’s World Development Indicators (2018), we classify countries into four groups according to their level of development. Our evidence suggests that urban concentration has a negative effect on real per capita output in high-income countries, while non-renewable energy consumption has a positive effect on all groups of countries. The cointegration tests show that there is short- and long-term equilibrium in all groups of countries. The results of the DOLS and PDOLS models indicate that the strength of the cointegration vector is weak in most of the countries and groups analyzed. The Granger-type causality tests show that there is bidirectional causality from the real per capita output to the urban concentration in high and middle-low-income countries. There is unidirectional causality from the population concentration towards the real per capita output in the low-income countries; from the non-renewable energy consumption to the real per capita output in high-income countries; from the real per capita output to the non-renewable energy consumption in the countries of medium-high and medium-low income; and from urban concentration to non-renewable energy consumption in high- and medium-high-income countries. Our results highlight the importance of promoting policies of urban planning and generation and consumption of renewable energy without limiting the expansion of the output.

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References

  • Adams S, Klobodu E, Apio A (2018) Renewable and non-renewable energy, regime type and economic growth. Renew Energy 125:755–767

    Article  Google Scholar 

  • Alvarado R, Toledo E (2017) Environmental degradation and economic growth: evidence for a developing country. Environ Dev Sustain 19(4):1205–1218

    Article  Google Scholar 

  • Alvarado R, Correa-Quezada R, Tituaña-Castillo M (2017a) Internal migration and urbanization without efficiency in developing countries: evidence for Ecuador. Pap Poblac 23(94):99–123

    Article  Google Scholar 

  • Alvarado R, Iñiguez M, Ponce P (2017b) Foreign direct investment and economic growth in Latin America. Econ Anal Policy 56:176–187

    Article  Google Scholar 

  • Alvarado R, Ponce P, Criollo A, Córdova K, Khan MK (2018) Environmental degradation and real per capita output: new evidence at the global level grouping countries by income levels. J Clean Prod 189:13–20

    Article  Google Scholar 

  • Arvin M, Pradhan R, Norman N (2015) Transportation intensity, urbanization, economic growth, and CO2 emissions in the G-20 countries. Util Policy 35:50–66

    Article  Google Scholar 

  • Alvarado R, Ponce P, Alvarado R, Ponce K, Huachizaca V, Toledo E (2019) Sustainable and non-sustainable energy and output in Latin America: A cointegration and causality approach with panel data. Energy Strategy Reviews, 26, 100369.

    Article  Google Scholar 

  • Asuad, N. (2001). Economía regional y urbana. Introducción a las teorías, técnicas y metodologías básicas. Benemérita Universidad Autónoma de Puebla, México.

  • Atienza M, Aroca P (2013) Concentration and growth in Latin American countries. In: regional problems and policies in Latin America. Springer, Berlin, pp 113–133

    Chapter  Google Scholar 

  • Bakirtas T, Akpolat A (2018) The relationship between energy consumption, urbanization, and economic growth in new emerging-market countries. Energy 147:110–121

    Article  Google Scholar 

  • Balchin, P. N., Bull, G. H., & Kieve, J. L. (1995). Urban land economics and public policy. Macmillan International Higher Education.

  • Baum, C. F., & Christopher, F. (2006). An introduction to modern econometrics using Stata. Stata press.

  • Belke A, Dobnik F, Dreger C (2011) Energy consumption and economic growth: new insights into the cointegration relationship. Energy Econ 33(5):782–789

    Article  Google Scholar 

  • Breitung J (2000) Nonparametric tests for unit roots and cointegration. J Econ 108(2):343–363

    Article  Google Scholar 

  • Brückner M (2012) Economic growth, size of the agricultural sector, and urbanization in Africa. J Urban Econ 71(1):26–36

    Article  Google Scholar 

  • Brülhart M, Sbergami F (2009) Agglomeration and growth: cross-country evidence. J Urban Econ 65(1):48–63

    Article  Google Scholar 

  • Bucci A (2008) Population growth in a model of economic growth with human capital accumulation and horizontal R&D. J Macroecon 30(3):1124–1147

    Article  Google Scholar 

  • Chen S, Kuo H, Chen C (2007) The relationship between GDP and electricity consumption in 10 Asian countries. Energy Policy 35(4):2611–2621

    Article  Google Scholar 

  • Chiou-Wei, S., Chen, C., & Zhu, Z. (2008). Economic growth and energy consumption revisited

    Google Scholar 

  • Choi I (2001) Unit root tests for panel data. J Int Money Financ 20:249–272

    Article  Google Scholar 

  • Christaller W (1966) Central places in southern Germany. Prentice Hall

  • Dumitrescu E, Hurlin C (2012) Testing for granger non-causality in heterogeneous panels. Econ Model 29(4):1450–1460

    Article  Google Scholar 

  • Easterly W, Levine R (1997) Africa's growth tragedy: policies and ethnic divisions. Q J Econ 112(4):1203–1250

    Article  Google Scholar 

  • Eggoh J, Bangake C, Rault C (2011) Energy consumption and economic growth revisited in African countries. Energy Policy 39:7408–7421

    Article  Google Scholar 

  • Fay M, Opal C (2000) Urbanization without growth: a not so uncommon phenomenon, vol 2412. World Bank Publications, Washington D.C

    Google Scholar 

  • Firebaugh, G. (1979). Structural determinants of urbanization in Asia and Latin America, 1950-1970. American Sociological Review, 199-215.

    Article  Google Scholar 

  • Frick S, Rodríguez-Pose A (2018) Change in urban concentration and economic growth (No. 1803). Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography

    Article  Google Scholar 

  • Fujita M, Thisse J (2003) Does geographical agglomeration foster economic growth? And who gains and loses from it? Jpn Econ Rev 54(2):121–145

    Article  Google Scholar 

  • Fujita M, Krugman P, Venables A (2001) The spatial economy: cities, regions, and international trade. MIT Press

  • Glaeser E, Kallal H, Scheinkman, & Shleifer, A. (1992) Growth in cities. J Polit Econ 100(6):1126–1152

  • Glaeser E, Henderson V (2017) Urban economics for the developing world: an introduction. J Urban Econ 98:1–5

    Article  Google Scholar 

  • Gozgor G, Lau C, Lu Z (2018) Energy consumption and economic growth: new evidence from the OECD countries. Energy 153:27–34

    Article  Google Scholar 

  • Gylfason T (2001) Natural resources, education, and economic development. Eur Econ Rev 45(4–6):847–859

    Article  Google Scholar 

  • Hadri K (2000) Testing for stationarity in heterogeneous panel data. Econ J 3:148–161

    Google Scholar 

  • Halicioglu F, Ketenci N (2018) Output, renewable and non-renewable energy production, and international trade: evidence from EU-15 countries. Energy 159:995–1002

    Article  Google Scholar 

  • Hausman, J. A. (1978). Specification tests in econometrics. Econometrica, 1251-1271.

    Article  Google Scholar 

  • Henderson V, Wang H (2007) Urbanization and city growth: the role of institutions. Reg Sci Urban Econ 37(3):283–313

    Article  Google Scholar 

  • Henderson V (2000) The effects of urban concentration on economic growth (No. w7503). National bureau of economic research

  • Henderson V (2003) The urbanization process and economic growth: the so-what question. J Econ Growth 8(1):47–71

    Article  Google Scholar 

  • Henderson V (2005) Urbanization and growth. Handb Econ Growth 1:1543–1591

    Article  Google Scholar 

  • Henderson V (2010) Cities and development. J Reg Sci 50(1):515–540

    Article  Google Scholar 

  • Hwang J (2006) Introduction of new goods, convergence and growth, vol 15. Department of Economics, Harvard University

  • Jedwab R, Vollrath D (2015) Urbanization without growth in historical perspective. Explor Econ Hist 58:1–21

    Article  Google Scholar 

  • Jedwab R, Christiaensen L, Gindelsky M (2015) Demography, urbanization and development: rural push, urban pull and urban push? The World Bank, Washington, D. C Working Paper

    Book  Google Scholar 

  • Kanjilal K, Ghosh S (2013) Environmental Kuznets’s curve for India: evidence from tests for cointegration with unknown structural breaks. Energy Policy 56:509–515

    Article  Google Scholar 

  • Lee C (2005) Energy consumption and GDP in developing countries: a cointegrated panel analysis. Energy Econ 27(3):415–427

    Article  Google Scholar 

  • Levin A, Lin C, Chu C (2002) Unit root tests in panel data: asymptotic and finite-sample properties. J Econ 108(1):1–24

    Article  Google Scholar 

  • Liu Y (2009) Exploring the relationship between urbanization and energy consumption in China using ARDL (autoregressive distributed lag) and FDM (factor decomposition model). Energy 34(11):1846–1854

    Article  Google Scholar 

  • Lucas R (1988) On the mechanics of economic development. J Monet Econ 22(1):3–42

    Article  Google Scholar 

  • Martin P, Ottaviano G (2001) Growth and agglomeration. Int Econ Rev 42(4):947–968

    Article  Google Scholar 

  • Matsuyama K (1992) Agricultural productivity, Comparative Advantage and Economic Growth. J Econ Theory 58(2):317–334

    Article  Google Scholar 

  • Mehrara M (2007) Energy consumption and economic growth: the case of oil exporting countries. Energy Policy 35(5):2939–2945

    Article  Google Scholar 

  • Moomaw R (1981) Productivity and city size: a critique of the evidence. Q J Econ 96(4):675–688

    Article  Google Scholar 

  • Nasreen S, Anwar S (2014) Causal relationship between trade openness, economic growth and energy consumption: a panel data analysis of Asian countries. Energy Policy 69:82–91

    Article  Google Scholar 

  • Noor S, Siddiqi M (2010) Energy consumption and economic growth in South Asian countries: a co-integrated panel analysis. Int J Human Soc Sci 5(14):921–926

    Google Scholar 

  • Ortiz C, Alvarado R, Salinas A (2019) The effect of military spending on output: new evidence at the global and country group levels using panel data cointegration techniques. Econ Anal Policy 62:402–414

    Article  Google Scholar 

  • Ozturk I (2010) A literature survey on energy–growth nexus. Energy Policy 38(1):340–349

    Article  Google Scholar 

  • Ozturk I, Aslan A, Kalyoncu H (2010) Energy consumption and economic growth relationship: evidence from panel data for low and middle income countries. Energy Policy 38(8):4422–4428

    Article  Google Scholar 

  • Pedroni P (1999) Critical values for cointegration tests in heterogeneous panels with multiple regressors. Oxf Bull Econ Stat 61(S1):653–670

    Article  Google Scholar 

  • Pedroni P (2001) Purchasing power parity tests in cointegrated panels. Rev Econ Stat 83(4):727–731

    Article  Google Scholar 

  • Prebisch R (1962) The economic development of Latin America and its principal problems. Econ Bull Latin Am 1:1–22

    Google Scholar 

  • Razzaqi, S., Bilquees, F., & Sherbaz, S. (2011). Dynamic relationship between energy and economic growth: evidence from D8 countries. The Pakistan Development Review, 437-458.

  • Romer P (1989) Human capital and growth: theory and evidence (No. w3173). National Bureau of economic research

  • Rosenthal S, Strange W (2004) Evidence on the nature and sources of agglomeration economies. In: Handbook of Regional and Urban Economics, vol 4, pp 2119–2171

    Google Scholar 

  • Saboori B, Sulaiman J (2013) CO2 emissions, energy consumption and economic growth in association of southeast Asian nations (ASEAN) countries: A cointegration approach. Energy 55:813–822

    Article  Google Scholar 

  • Sachs J, Warner A (2001) The curse of natural resources. Eur Econ Rev 45(4–6):827–838

    Article  Google Scholar 

  • Salim R, Shafiei S (2014) Urbanization and renewable and non-renewable energy consumption in OECD countries: an empirical analysis. Econ Model 38:581–591

    Article  Google Scholar 

  • Salim R, Hassan K, Shafiei S (2014) Renewable and non-renewable energy consumption and economic activities: further evidence from OECD countries. Energy Econ 44:350–360

    Article  Google Scholar 

  • Singer H (1950) The distribution of gains between investing and borrowing countries. Am Econ Rev 40(2):473–485

    Google Scholar 

  • Sinha A, Sengupta T, Alvarado R (2019) Interplay between technological innovation and environmental quality: formulating the SDG policies for next 11 economies. J Clean Prod 242(1):118549 In Press

    Google Scholar 

  • United Nations (2014) World urbanization prospects, the 2011 revision. Population Division, Department of Economic and Social Affairs, Washington D.C

    Google Scholar 

  • Westerlund J (2007) Testing for error correction in panel data. Oxf Bull Econ Stat 69(6):709–748

    Article  Google Scholar 

  • Williamson J (1965) Regional inequality and the process of national development: a description of the patterns. Econ Dev Cult Chang 13(4, part 2):1–84

    Article  Google Scholar 

  • Wooldridge J (1991) On the application of robust, regression-based diagnostics to models of conditional means and conditional variances. J Econ 47(1):5–46

    Article  Google Scholar 

  • Wooldridge J (2002) Econometric analysis of cross section and panel data. MIT Press, Cambridge

    Google Scholar 

  • World Bank (2009). Informe sobre el desarrollo mundial 2009. Una nueva geografía económica. Washington DC, disponible en http://siteresources.worldbank.org/INTWDR2009/Resources/WDR_OVERVIEW_ES_Web.pdf (visitado por última vez el 22/2/2010)

  • World Bank (2018). World Development Indicators, Washington D.C.

  • World Bank. (2018). Atlas Method GNI per capita, Washington D.C.

  • Yang Y, Liu J, Zhang Y (2017) An analysis of the implications of China’s urbanization policy for economic growth and energy consumption. J Clean Prod 161:1251–1262

    Article  Google Scholar 

  • Yao X, Zhou H, Zhang A, Li A (2015) Regional energy efficiency, carbon emission performance and technology gaps in China: A meta-frontier non-radial directional distance function analysis. Energy Policy 84:142–154

    Article  CAS  Google Scholar 

  • Young A (1991) Learning by doing and the dynamic effects of international trade. Q J Econ 106(2):369–405

    Article  Google Scholar 

  • Zafar MW, Shahbaz M, Hou F, Sinha A (2019) From nonrenewable to renewable energy and its impact on economic growth: the role of research & development expenditures in Asia-Pacific economic cooperation countries. J Clean Prod 212:1166–1178

    Article  Google Scholar 

  • Zhang Z, Zhang A, Wang D, Li A, Song H (2017) How to improve the performance of carbon tax in China? J Clean Prod 142:2060–2072

    Article  Google Scholar 

  • Zhao Y, Wang S (2015) The relationship between urbanization, economic growth and energy consumption in China: an econometric perspective analysis. Sustainability 7(5):5609–5627

    Article  Google Scholar 

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Acknowledgments

The authors express their gratitude to the Club de Investigación de Economía (CIE), Loja Ecuador.

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Correspondence to Rafael Alvarado.

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Alvarado, R., Ortiz, C., Bravo, D. et al. Urban concentration, non-renewable energy consumption, and output: do levels of economic development matter?. Environ Sci Pollut Res 27, 2760–2772 (2020). https://doi.org/10.1007/s11356-019-07158-8

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