Abstract
India is a developing market economy that comprised over 18% of the global population in 2020 and showed a 1.29% share of world GDP (Gross Domestic Product) in 1990. In addition, 3.20% of global energy consumption belonged to India in 1990. By 2020, India’s share of the world GDP was 3.08%, increasing its GDP by almost 3 times. However, energy usage increased by less than 2 times with a share of 6.25% in the world’s total energy consumption. Therefore, India managed to decrease its energy intensity per capita level by 64.35% in 2020 compared to 1990 by using less energy even with an increased income. In this context, this study investigated the question of how the Indian economy reduced its energy intensity for the period between 1990 and 2020. The impacts of GDP per capita, economic integration, foreign direct investments (FDI) and industrialization on energy intensity were analyzed using annual data from 1990 to 2020. First, the standard Augmented Dickey–Fuller Test (ADF) and Fourier ADF test methods were used to determine stationarity of the series. Then Fourier Autoregressive Distributed Lag (ADL) and Fourier Engle–Granger tests, recently introduced in the literature, were used to examine the cointegration relationships because all of the series were stable after subtracting the first differences. The results indicated a cointegration link between the variables. According to the empirical evidence obtained from FMOLS/CCR (DOLS) analysis, an increase of 1% in economic growth and foreign direct investment over the long run led to a decrease in energy intensity of approximately 1.08%/1.12% (1.14%) and 0.01%/0.001% (0.05%), respectively. Additionally, the results from FMOLS/CCR (DOLS) analysis indicated that a 1% rise in industrialization and trade openness in the long term resulted in an increase in energy intensity of approximately 0.25%/0.13% (0.39%) and 0.15%/0.18% (0.21%), respectively. Finally, fully modified ordinary least squares (FMOLS), Charnes, Cooper and Rhodes Model (CCR), and Stock-Watson Dynamic Ordinary Least Squares (DOLS) estimators were used for short and long-term coefficient estimations. Therefore, we conclude based on these findings that economic growth and foreign capital decrease energy intensity over the long term, while industrialization and economic integration increase energy intensity.
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References
Adams S, Kaffo Fotio H (2022) Economic integration and environmental quality: accounting for the roles of financial development, industrialization, urbanization and renewable energy. J Environ Plan Manag. https://doi.org/10.1080/09640568.2022.2131510
Adom PK (2015) Determinants of energy intensity in South Africa: testing for structural effects in parameters. Energy 89:334–346. https://doi.org/10.1016/j.energy.2015.05.125
Adom PK, Kwakwa PA (2014) Effects of changing trade structure and technical characteristics of the manufacturing sector on energy intensity in Ghana. Renew Sustain Energy Rev 35:475–483. https://doi.org/10.1016/j.rser.2014.04.014
Banerjee P, Arčabić V, Lee H (2017) Fourier ADL cointegration test to approximate smooth breaks with new evidence from crude oil market. Econ Model 67:114–124
Bashir MF, Benjiang MA, Shahbaz M, Shahzad U, Vo XV (2021) Unveiling the heterogeneous impacts of environmental taxes on energy consumption and energy intensity: empirical evidence from OECD countries. Energy. https://doi.org/10.1016/j.energy.2021.120366
Bernardini O, Galli R (1993) Dematerialization: long-term trends in the intensity of use of materials and energy. Futures 25(4):431–448
Bu M, Li S, Jiang L (2019) Foreign direct investment and energy intensity in China: firm-level evidence. Energy Econ 80:366–376. https://doi.org/10.1016/j.eneco.2019.01.003
Chen S, Zhang H, Wang S (2022) Trade openness, economic growth, and energy intensity in China. Technol Forecast Soc Change 179:121608
Elliott RJR, Sun P, Chen S (2013) Energy intensity and foreign direct investment: a Chinese city-level study. Energy Econ 40(2013):484–494. https://doi.org/10.1016/j.eneco.2013.08.004
Enders W, Lee J (2012) A unit root test using a Fourier series to approximate smooth breaks. Oxford Bull Econ Stat 74(4):574–599
Eskeland GS, 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
Fay M (2012) Inclusive green growth: the pathway to sustainable development. World Bank Publications
Gallagher KP (2009) Economic globalization and the environment. Annu Rev Environ Resour 34:279–304. https://doi.org/10.1146/annurev.environ.33.021407.092325
Guang F, He Y, Wen L, Sharp B (2019) Energy intensity and its differences across China’s regions: combining econometric and decomposition analysis. Energy 180:989–1000. https://doi.org/10.1016/j.energy.2019.05.150
Guo Q, Ding C, Guo T, Liu S (2022) Dynamic effects and regional differences of industrialization and urbanization on China’s energy intensity under the background of “Dual Carbon.” Sustainability (Switzerland). https://doi.org/10.3390/su14169948
Hannesson R (2002) Energy use and GDP Growth, 1950–1997. OPEC Rev., September 2002, pp 215–233
He W, Wang B, Danish, Wang Z (2018) Will regional economic integration influence carbon dioxide marginal abatement costs? Evidence from Chinese panel data. Energy Econ 74:263–274. https://doi.org/10.1016/j.eneco.2018.06.010
Herrerias MJ, Cuadros A, Orts V (2013) Energy intensity and investment ownership across Chinese provinces. Energy Econ 36:286–298. https://doi.org/10.1016/j.eneco.2012.08.043
Hosan S, Karmaker SC, Rahman MM, Chapman AJ, Saha BB (2022) Dynamic links among the demographic dividend, digitalization, energy intensity and sustainable economic growth: empirical evidence from emerging economies. J Clean Prod 330(June):129858. https://doi.org/10.1016/j.jclepro.2021.129858
Huang BN, Hwang MJ, Yang CW (2008) Causal relationship between energy consumption and GDP growth revisited: a dynamic panel data approach. Ecol Econ 67(1):41–54. https://doi.org/10.1016/j.ecolecon.2007.11.006
Hübler M (2011) Technology diffusion under contraction and convergence: a CGE analysis of China. Energy Econ 33(1):131–142. https://doi.org/10.1016/j.eneco.2010.09.002
Hübler M, Keller A (2010) Energy savings via FDI? Empirical evidence from developing countries. Environ Develop Econ 15(1):59–80. https://doi.org/10.1017/S1355770X09990088
Jiang X, Zhu K, Green C (2015) China’s energy saving potential from the perspective of energy efficiency advantages of foreign-invested enterprises. Energy Econ 49:104–112. https://doi.org/10.1016/j.eneco.2015.01.023
Kongkuah M (2023a) Impact of Belt and Road countries’ renewable and non-renewable energy consumption on ecological footprint. Environ Dev Sustain. https://doi.org/10.1007/s10668-023-03068-5
Kongkuah M (2023b) Impact of economic variables on CO2 emissions in belt and road and OECD countries. Environ Monit Assess 195(7):835
Kraft J, Kraft A (1978) On the relationship between energy and GNP. J Energy Dev, pp 401–403
Lee KH, Min B (2014) Globalization and carbon constrained global economy: a fad or a trend? J Asia–Pac Bus 15(2):105–121. https://doi.org/10.1080/10599231.2014.904181
Li T, Li X, Liao G (2022) Business cycles and energy intensity. Evidence from emerging economies. Borsa Istanb Rev 22(3):560–570. https://doi.org/10.1016/j.bir.2021.07.005
Liu J, Caporin M, Zheng Y, Yu S (2022) The effect of renewable energy development on China’s energy intensity: evidence from partially linear functional-coefficient panel data analyses. J Clean Prod 350:131505
Lv Y, Si C, Zhang S, Sarwar S (2018) Impact of urbanization on energy intensity by adopting a new technique for regional division: evidence from China. Environ Sci Pollut Res 25(36):36102–36116. https://doi.org/10.1007/s11356-018-3412-1
Ma CQ, Liu JL, Ren YS, Jiang Y (2019) The impact of economic growth, FDI and energy intensity on China’s manufacturing industry’s CO2 emissions: an empirical study based on the fixed-effect panel quantile regression model. Energies 12(24):1–16. https://doi.org/10.3390/en12244800
Ma Y, Zhao Y, Jia R, Wang W, Zhang B (2022) Impact of financial development on the energy intensity of developing countries. Heliyon. https://doi.org/10.1016/j.heliyon.2022.e09904
Mahmood T, Ahmad E (2018) The relationship of energy intensity with economic growth: evidence for European economies. Energ Strat Rev 20:90–98. https://doi.org/10.1016/j.esr.2018.02.002
Mielnik O, Goldemberg J (2002) Foreign direct investment and decoupling between energy and gross domestic product in developing countries. Energy Policy 30(2):87–89. https://doi.org/10.1016/S0301-4215(01)00080-5
Mimouni K, Temimi A (2018) What drives energy efficiency? New evidence from financial crises. Energy Policy 122(May):332–348. https://doi.org/10.1016/j.enpol.2018.07.057
Nguyen CP, Su TD (2021) Economic integration and economic complexity: the role of basic resources in absorptive capability in 40 selected developing countries. Econ Anal Policy 71:609–625
Nwani C (2021) Taking Venezuela back to the sustainability path: the role of financial development and economic integration in low-carbon transition. Nat Res Forum 45(1):37–62. https://doi.org/10.1111/1477-8947.12212
Otsuka A (2021) New driver of regional sustainability in Japan. Springer Singapore
Otsuka A, Goto M (2015) Estimation and determinants of energy efficiency in Japanese regional economies. Reg Sci Policy Pract 7(2):89–101
Otsuka A, Goto M (2018) Regional determinants of energy intensity in Japan: the impact of population density. Asia–Pac J Reg Sci 2:257–278
Pan X, Uddin MK, Saima U, Jiao Z, Han C (2019) How do industrialization and trade openness influence energy intensity? Evidence from a path model in case of Bangladesh. Energy Policy 133(2):110916. https://doi.org/10.1016/j.enpol.2019.110916
Park JY (1992) Canonical cointegrating regressions. Econometrica 60(1):119–143
Petrović P, Lobanov MM (2022) Energy intensity and foreign direct investment nexus: advanced panel data analysis. Appl Energy 311:118669
Petrović P, Filipović S, Radovanović M (2018) Underlying causal factors of the European Union energy intensity: econometric evidence. Renew Sustain Energy Rev 89(June):216–227. https://doi.org/10.1016/j.rser.2018.03.061
Phillips PC, Hansen BE (1990) Statistical inference in instrumental variables regression with I (1) processes. Rev Econ Stud 57(1):99–125
Phuc Nguyen C, Schinckus C, Dinh Su T (2020) Economic integration and CO2 emissions: evidence from emerging economies. Clim Dev 12(4):369–384
Poveda AC, Martínez CIP (2011) Trends in economic growth, poverty and energy in Colombia: long-run and short-run effects. Energy Syst 2(3–4):281–298. https://doi.org/10.1007/s12667-011-0036-7
Rahman MM, Sultana N, Velayutham E (2022) Renewable energy, energy intensity and carbon reduction: experience of large emerging economies. Renew Energy 184:252–265
Sadorsky P (2013) Do urbanization and industrialization affect energy intensity in developing countries? Energy Econ 37:52–59. https://doi.org/10.1016/j.eneco.2013.01.009
Sahu SK, Bagchi P, Kumar A, Tan KH (2022) Technology, price instruments and energy intensity: a study of firms in the manufacturing sector of the Indian economy. Ann Oper Res 313(1):319–339. https://doi.org/10.1007/s10479-021-04295-7
Sarma M, Pais J (2008) Financial inclusion and development: a cross country analysis. In: Annual Conference of the Human Development and Capability Association, New Delhi, 168(10–13), 1–30. https://doi.org/10.1002/jid
Sarwar S (2022) Impact of energy intensity, green economy and blue economy to achieve sustainable economic growth in GCC countries: does Saudi Vision 2030 matters to GCC countries. Renew Energy 191:30–46. https://doi.org/10.1016/j.renene.2022.03.122
Song F, Zheng X (2012) What drives the change in China’s energy intensity: combining decomposition analysis and econometric analysis at the provincial level. Energy Policy 51:445–453. https://doi.org/10.1016/j.enpol.2012.08.044
Stern N (2003) Public policy for growth and poverty reduction. Cesifo Econ Stud 49(1):5–25
Stock JH, Watson MW (1993) A simple estimator of cointegrating vectors in higher order integrated systems. Econometrica 61(4):783–820
Tenaw D (2021) Decomposition and macroeconomic drivers of energy intensity: the case of Ethiopia. Energy Strat Rev 35:100641. https://doi.org/10.1016/j.esr.2021.100641
Vitenu-Sackey PA, Acheampong T (2022) Impact of economic policy uncertainty, energy intensity, technological innovation and RD on CO2 emissions: evidence from a panel of 18 developed economies. Environ Sci Pollut Res 29(58):87426–87445. https://doi.org/10.1007/s11356-022-21729-2
Xue X, Wang Z (2021) Impact of finance pressure on energy intensity: evidence from China’s manufacturing sectors. Energy 226:120220. https://doi.org/10.1016/j.energy.2021.120220
Yan H (2015) Provincial energy intensity in China: the role of urbanization. Energy Policy 86:635–650. https://doi.org/10.1016/j.enpol.2015.08.010
Yilanci V (2019) A residual-based cointegration test with a fourier approximation. University Library of Munich, Munich, pp 1–10
You W, Lv Z (2018) Spillover effects of economic globalization on CO2 emissions: a spatial panel approach. Energy Econ 73:248–257. https://doi.org/10.1016/j.eneco.2018.05.016
Zhang YJ (2011) The impact of financial development on carbon emissions: an empirical analysis in China. Energy Policy 39(4):2197–2203. https://doi.org/10.1016/j.enpol.2011.02.026
Zhang D, Cao H, Wei YM (2016) Identifying the determinants of energy intensity in China: a Bayesian averaging approach. Appl Energy 168:672–682. https://doi.org/10.1016/j.apenergy.2016.01.134
Zhang Z, Xie H, Zhang J, Wang X, Wei J, Quan X (2022) Prediction and trend analysis of regional industrial carbon emission in China: a study of Nanjing city. Int J Environ Res Public Health 19(12):7165
Zheng Y, Qi J, Chen X (2011) The effect of increasing exports on industrial energy intensity in China. Energy Policy 39(5):2688–2698. https://doi.org/10.1016/j.enpol.2011.02.038
Zhou J, Ma Z, Wei T, Li C (2021) Threshold effect of economic growth on energy intensity—evidence from 21 developed countries. Energies. https://doi.org/10.3390/en14144199
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Naimoglu, M., Kavaz, İ. & Simsek, A.I. Effects of foreign direct investment, economic integration, industrialization and economic growth on energy intensity: case of India. Asia-Pac J Reg Sci 8, 333–354 (2024). https://doi.org/10.1007/s41685-024-00329-7
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DOI: https://doi.org/10.1007/s41685-024-00329-7
Keywords
- Foreign direct investment
- Economic integration
- Industrialization
- Economic growth
- Energy intensity
- Time series