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Modelling the nexus between human capital, income inequality, and energy demand in India: new evidences from asymmetric and non-linear analysis

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Abstract

The growth stimulating effect of energy has been long established in economic literature. Consequently, researchers and policy makers are trying to identify socio-economic determinants of energy consumption in both developed and developing countries to conserve energy. In the present study, we attempt to examine the non-linear and asymmetric effect of human capital and income disparity on energy demand in India over the period 1970–2014. The findings propose long-run co-integrating relationship between human capital, income inequality, and energy demand in the presence of asymmetric framework. It is found that increased level of human capital results in energy conservation as it decreases the energy demand, and higher income gap also results in lower energy demand as poor section may have restricted access to energy sources. Finally, the asymmetric causality test results reveal that only positive shock in income inequality tends to cause energy demand. From policy stand point, it can be recommended that government policies should be designed and implemented towards improvements in human capital to achieve sustainable economic growth in India since human capital found to be a significant component in energy conservation.

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Data availability

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

Notes

  1. Please refer to https://www.rug.nl/ggdc/docs/human_capital_in_pwt_90.pdf for detailed information on human capital index formation and its components’ discussion.

References

  • Ahluwalia MS (2018) India’s economic reforms: achievements and next steps. Asian Economic Policy Review 14(1):46–62. https://doi.org/10.1111/aepr.12239

    Article  Google Scholar 

  • Ahmad N, Du L (2017) Effects of energy production and CO2 emissions on economic growth in Iran: ARDL approach. Energy 123:521–537

    Article  Google Scholar 

  • Akram B, Praveen Jangam B, Narayan Rath B (2019) Does human capital matter for a reduction in energy consumption in India? Intern J Energy Sector Manag 13:359–376

    Article  Google Scholar 

  • Akram B, Praveen Jangam B, Narayan Rath B (2020) Examining the linkage between human capital and energy consumption: cross-country evidence. OPEC Energy Review 44:3–26. https://doi.org/10.1111/opec.12167

    Article  Google Scholar 

  • Ang JB (2007) CO2 emissions, energy consumption, and output in France. Energy Policy 35(10):4772–4778

    Article  Google Scholar 

  • Arbex M, Perobelli FS (2010) Solow meets Leontief: economic growth and energy consumption. Energy Econ 32(1):43–53

    Article  Google Scholar 

  • Aslan A, Apergis N, Topcu M (2014) Banking development and energy consumption: evidence from a panel of Middle Eastern countries. Energy. 72:427–433

    Article  Google Scholar 

  • Azam M, Khan AQ, Zafeiriou E, Arabatzis G (2016) Socio-economic determinants of energy consumption: an empirical survey for Greece. Renew Sust Energ Rev 57:1556–1567

    Article  Google Scholar 

  • Banerjee A, Dolado J, Mestre R (1998) Error-correction mechanism tests for co-integration in a single-equation framework. J Time Ser Anal 19(3):267–283

    Article  Google Scholar 

  • Baz K, Deyi X, Ampofo GMK, Ali I, Khan I, Cheng J, Ali H (2019) Energy consumption and economic growth nexus: new evidence from Pakistan using asymmetric analysis. Energy 189(15):116254

    Article  Google Scholar 

  • Benos N, Zotou S (2014) Education and economic growth: a meta-regression analysis. World Dev 64:669–689

    Article  Google Scholar 

  • Berthe A, Elie L (2015) Mechanisms explaining the impact of economic inequality on environmental deterioration. Ecol Econ 116:191–200

    Article  Google Scholar 

  • Bloch H, Rafiq S, Salim R (2015) Economic growth with coal, oil and renewable energy consumption in China: prospects for fuel substitution. Econ Model 44:104–115

    Article  Google Scholar 

  • BP Energy Outlook (2019). available at: https://www.bp.com/en/global/corporate/energy-economics.html.

  • Broadstock DC, Li J, Zhang D (2016) Efficiency snakes and energy ladders: a (meta-) frontier demand analysis of electricity consumption efficiency in Chinese households. Energy Policy 91:383–396

    Article  Google Scholar 

  • Brown RL, Durbin J, Evans JM (1975) Techniques for testing the constancy of regression relationships over time. J R Stat Soc Ser B 37:149–192

    Google Scholar 

  • Çoban S, Topcu M (2013) The nexus between financial development and energy consumption in the EU: a dynamic panel data analysis. Energy Econ 39:81–88

    Article  Google Scholar 

  • Démurger S, Fournier M (2011) Poverty and firewood consumption: a case study of rural households in northern China. China Econ Rev 22:512–523

  • Dong X-Y, Hao Y (2018) Would income inequality affect electricity consumption? Evidence from China. Energy. 142(C):215–227

    Article  Google Scholar 

  • Fang Z, Chang Y, Hamori S (2017) Human capital and energy: a diver or drag for economic growth? Singapore Econ Rev 1750016:683–714. https://doi.org/10.1142/S0217590817500163

    Article  Google Scholar 

  • Feenstra RC, Inklaar R, Timmer MP (2015) The next generation of the penn world table. Am Econ Rev 105(10):3150–3182

    Article  Google Scholar 

  • Frank AG (1959) Industrial capital stocks and energy consumption. Econ J 69(273):170–174

    Article  Google Scholar 

  • Fuinhas JA, Marques AC (2012) Energy consumotion and economic growth nexus in Portugal, Italty, Greece, Spain and Turkey: an ARDL bounds test approach. Energy Econ 34:511–517

    Article  Google Scholar 

  • Galvin R, Sunikka-blank M (2018) Economic inequality and household energy consumption in high-income countries: a challenge for social science based energy research. Ecol Econ 153:78–88

    Article  Google Scholar 

  • Hatemi-J A (2012) Asymmetric causality tests with an application. Empir Econ 43(1):447–456

    Article  Google Scholar 

  • He X, Reiner D (2016) Electricity demand and basic needs: empirical evidence from China's households. Energy Policy 90:212–221

  • Jacksohn A, Grösche P, Rehdanz K, Schröder C (2019) Drivers of renewable technology adoption in the household sector. Energy Econ 81:216–226

    Article  Google Scholar 

  • Janda, K., & Torkhani, M. (2016). Energy, carbon, and economic growth: brief literature review. MPRA Paper No. 75439.

  • Khan F, Heinecker P (2018) Inequality and energy: revisiting the relationship between disparity of income distribution and energy use from a complex systems perspective. Energy Res Soc Sci 42:184–192

    Article  Google Scholar 

  • Khanna NZ, Guo J, Zheng X (2016) Effects of demand-side management on Chinese household electricity consumption: empirical findings from Chinese household survey. Energy Policy 95:113–125

  • Kocaarslan B, Soytas U (2019) Asymmetric pass-through between oil prices and the stock prices of clean energy firms: new evidence from a nonlinear analysis. Energy Rep 5:117–125

    Article  Google Scholar 

  • Kraft J, Kraft A (1978) On the relationship between energy and GNP. J Energy Dev 3(2):401–403 http://www.jstor.com/stable/24806805

    Google Scholar 

  • Lan J, Munro A (2013) Environmental compliance and human capital: evidence from Chinese industrial firms. Resour Energy Econ 35(4):534–557

    Article  Google Scholar 

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

    Article  Google Scholar 

  • Lenzen M, Krishnapillai M, Talagi D, Quintal J, Quintal D, Grant R, Abraham S, Ehmes C, Murray J (2014) Cultural and socio-economic determinants of energy consumption on small remote islands. Nat Res Forum 38:27–46

    Article  Google Scholar 

  • Li K, Lin B (2016) Impact of energy technology patents in China: evidence from a panel co-integration and error correction model. Energy Policy 89:214–223

    Article  Google Scholar 

  • Luqman M, Ahmad N, Bakhsh K (2019) Nuclear energy, renewable energy and economic growth in Pakistan: evidence from non-linear autoregressive distributed lag model. Renew Energy 139:1299–1309

    Article  Google Scholar 

  • Lv Y, Chen W, Cheng J (2019) Direct and indirect effects of urbanization on energy intensity in Chinese cities: a regional heterogeneity analysis. Sustainability. 11:3167

    Article  Google Scholar 

  • Magazzino C (2017a) Renewable energy consumption-economic growth nexus in Italy. Int J Energy Econ Policy 7(6):119–127

    Google Scholar 

  • Magazzino C (2017b) The relationship among economic growth, CO2 emissions, and energy use in the APEC countries: a panel VAR approach. Environ Syst Decisions 37(3):353–366

    Article  Google Scholar 

  • Malaczewski M (2018) Complementarity between energy and physical capital in a simple model of economic growth. Econ ResEkonomska Istraživanja 31(1):1169–1184. https://doi.org/10.1080/1331677X.2018.1456353

    Article  Google Scholar 

  • Mallick H (2009) Examining the linkage between energy consumption and economic growth in India. The Journal of Developing Area 43(1):249–280

    Article  Google Scholar 

  • Mandal SK, Madheswaran S (2012) Causality between energy consumption and output growth in the Indian cement industry: an application of the panel vector error correction model (VECM). Energy Policy 38, 6560-6565. Table Am Econ Rev 105(10):3150–3182

    Google Scholar 

  • Masih AM, Masih R (1996) Energy consumption, real income and temporal causality: results from a multi-country study based on co-integration and error-correction modelling techniques. Energy Econ 18(3):165–183

    Article  Google Scholar 

  • Mason, E. S. (1955). Energy requirements and economic growth.

    Google Scholar 

  • Nain MZ, Ahmad W, Kamaiah B (2017) Economic growth, energy consumption and CO2 emissions in India: a disaggregated causal analysis. Int J Sustain Energy 36(8):807–824. https://doi.org/10.1080/14786451.2015.1109512

    Article  Google Scholar 

  • Omri A, Nguyen DK (2014) On the determinants of renewable energy consumption: international evidence. Energy 72:554–560

    Article  Google Scholar 

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

    Article  Google Scholar 

  • Pablo-Romero MDP, Sánchez-Braza A (2015) Productive energy use and economic growth: energy, physical and human capital relationships. Energy Econ 49:420–429

    Article  Google Scholar 

  • Pachauri S, Jiang L (2008) The household energy transition in India and China. Energy Policy 36(11):4022–4035

    Article  Google Scholar 

  • Pandey KK, Rastogi H (2019) Effect of energy consumption & economic growth on environmental degradation in India: a time series modelling. Energy Procedia 158:4232–4237. https://doi.org/10.1016/J.EGYPRO.2019.01.804

    Article  Google Scholar 

  • Pao H-T, Tsai C-M (2010) CO2 emissions, energy consumption and economic growth in BRIC countries. Energy Policy 38:7850–7860. https://doi.org/10.1016/j.enpol.2010.08.045

    Article  Google Scholar 

  • Paul S, Bhattacharya RN (2004) Causality between energy consumption and economic growth in India: a note on conflicting results. Energy Econ 26:977–983

    Article  Google Scholar 

  • Pesaran MH, Shin Y, Smith RJ (2001) Bounds testing approaches to the analysis of level relationships. J Appl Econ 16(3):289–326

    Article  Google Scholar 

  • Phillips PC, Perron P (1988) Testing for a unit root in time series regression. Biometrika. 75(2):335–346

    Article  Google Scholar 

  • Salim RA, Rafiq S (2012) Why do some emerging economies proactively accelerate the adoption of renewable energy? Energy Econ 34:1051–1057

    Article  Google Scholar 

  • Salim R, Yao Y, Chen GS (2017) Does human capital matter for energy consumption in China? Energy Econ 67(Supplement C):49–59

    Article  Google Scholar 

  • Shahbaz M, Mallick H, Mahalick MK, Sadorsky P (2016) The role of globalization on the recent evolution of energy demand in India: implications for sustainable development. Energy Econ 55:52–68

    Article  Google Scholar 

  • Shahbaz M, Van Hoang TH, Mahalik MK, Roubaud D (2017) Energy consumption, financial development and economic growth in India: new evidence from a nonlinear and asymmetric analysis. Energy Econ 63:199–212

    Article  Google Scholar 

  • Shahbaz M, Gozgor G, Hammoudeh S (2019) Human capital and export diversification as new determinants of energy demand in the United States. Energy Econ 78:335–349

    Article  Google Scholar 

  • Shin Y, Yu B, Greenwood-Nimmo M (2014) Modelling asymmetric cointegration and dynamic multipliers in an ARDL framework. Festschrift in Honor of Peter Schmidt. Springer Science and Business Media, New York

    Google Scholar 

  • Shuddhasattwa R, Harry B, Salim R (2014) Determinants of renewable energy adoption in China and India: a comparative analysis. Appl Econ 46(22):2700–2710

    Article  Google Scholar 

  • Smyth R, Narayan PK (2015) Applied econometrics and implications for energy economics research. Energy Econ 50:351–358

    Article  Google Scholar 

  • Srivastava L (1997) Energy and CO2 emissions in India: increasing trends and alarming portents. Energy Policy 25(11):941–949

    Article  Google Scholar 

  • Stern DI (2000) A multivariate cointegration analysis of the role of energy in the US macroeconomy. Energy Econ 22(2):267–283

    Article  Google Scholar 

  • Tiwari AK (2011) Energy consumption, CO2 emissions and economic growth: Evidence from India. J Int Bus Econ 12(1):85–122

  • Uzar U (2020) Is income inequality a driver for renewable energy consumption? J Clean Prod 255:120287. https://doi.org/10.1016/j.jclepro.2020.120287

    Article  Google Scholar 

  • Vasichenko K, Khan I, Wang Z (2020) Symmetric and asymmetric effect of energy consumption and CO2 intensity on environmental quality: using nonlinear and asymmetric approach. Environ Sci Pollut Res 27:32809–32819. https://doi.org/10.1007/s11356-020-09263-5

    Article  CAS  Google Scholar 

  • Wang Y, Wang Y, Zhou J, Zhu X, Lu G (2011) Energy consumption and economic growth in China: a multivariate causality test. Energy Policy 39(7):4399–4406

  • Wolde-Rufael Y (2004) Disaggregated industrial energy consumption and GDP: the case of shanghai, 1952-1999. Energy Econ 26(1):69–75

    Article  Google Scholar 

  • Yang L, Wang J, Shi J (2016) Can China meet its 2020 economic growth and carbon emissions reduction targets? J Clean Prod 142:993–1001

    Article  Google Scholar 

  • Yao Y, Ivanovski K, Inekwe J, Smyth R (2019) Human capital and energy consumption: evidence from OECD countries. Energy Economics doi 84:104534. https://doi.org/10.1016/j.eneco.2019.104534

    Article  Google Scholar 

  • Yoo SH, Ku SJ (2009) Causal relationship between nuclear energy consumption and economic growth: a multi-country analysis. Energy Policy 37:1905–1913

    Article  Google Scholar 

  • Zhao X, Zhang X, Shao S (2016) Decoupling CO2 emissions and industrial growth in China over 1993-2013: the role of investment. Energy Econ 60:275–292

    Article  Google Scholar 

  • Zhu H, Xia H, Guo Y (2018) The heterogeneous effects of urbanization and income inequality on CO2 emissions in BRICS economies: evidence from panel quantile regression. Environ Sci Pollut Res 25:17176–17193. https://doi.org/10.1007/s11356-018-1900-y

    Article  CAS  Google Scholar 

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Acknowledgments

We would like to thank the Editor of the ESPR journal and the anonymous reviewers for their valuable suggestions and comments that helped us in improving the quality of the research paper significantly.

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  1. American Economic Association, 33 S Boulder Cir, Boulder, CO, 80303, USA

    Madhu Sehrawat

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  1. Madhu Sehrawat
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We have examined the role of human capital and income inequality on energy demand in India over the period 1970–2014 in a non-linear and asymmetric framework.

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Correspondence to Madhu Sehrawat.

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Sehrawat, M. Modelling the nexus between human capital, income inequality, and energy demand in India: new evidences from asymmetric and non-linear analysis. Environ Sci Pollut Res 28, 3632–3643 (2021). https://doi.org/10.1007/s11356-020-10733-z

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