Shahbaz, Muhammad and Song, Malin and Ahmad, Shabbir and Vo, Xuan Vinh (2021): Does Economic Growth Stimulate Energy Consumption? The Role of Human Capital and R&D Expenditures in China.
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Abstract
This study evaluates the link between human capital, energy consumption, and economic growth using data for the Chinese economy from 1971 to 2018. To test the cointegration relationship between disaggregated energy, human capital, and economic growth, a bounds testing approach is applied by taking the structural breaks into consideration. The estimated results confirm that these variables are integrated. Further, human capital accumulation has a statistically significant negative effect on all types of energy consumption. We note a positive link between energy usage and economic growth. However, a significant negative relationship is found between R&D expenditures, and energy consumption. The results also show a one-way causal effect of human capital on all forms of energy consumption. However, the association between economic growth, dirty energy usage, and clean energy usage remains interdependent, indicating a feedback effect. Further, energy consumption and R&D exhibit bidirectional causal relationship.
Item Type: | MPRA Paper |
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Original Title: | Does Economic Growth Stimulate Energy Consumption? The Role of Human Capital and R&D Expenditures in China |
English Title: | Does Economic Growth Stimulate Energy Consumption? The Role of Human Capital and R&D Expenditures in China |
Language: | English |
Keywords: | Human Capital, Energy Consumption, China |
Subjects: | Q - Agricultural and Natural Resource Economics ; Environmental and Ecological Economics > Q2 - Renewable Resources and Conservation |
Item ID: | 110352 |
Depositing User: | Dr Muhammad Shahbaz |
Date Deposited: | 26 Oct 2021 11:02 |
Last Modified: | 26 Oct 2021 11:02 |
References: | Aghion, P. and Howitt, P. (2009). The Economics of Growth. MIT Press: Cambridge. Ahmad, M. and Khan, R. E. A. (2019). Does demographic transition with human capital dynamics matter for economic growth? A dynamic panel data approach to GMM. Social Indicators Research, 142, 753-772. Akinlo, A. E. (2009). Electricity consumption and economic growth in Nigeria: Evidence from cointegration and co-feature analysis. Journal of Policy Modeling, 31(5), 681-693. Alaali, F., Roberts, J. and Taylor, K. (2015). The effect of energy consumption and human capital on economic growth: An exploration of oil exporting and developed countries. SERPS (Sheffield Economics Research Papers Series), 015. Andreoni, J. and Levinson, A. (2001). The simple analytics of the environmental Kuznets curve. Journal of Public Economics, 80, 269-286. Apergis, N. and Payne, J. E. (2010). Renewable energy consumption and economic growth: Evidence from a panel of OECD countries. Energy Policy, 38, 656-660. Arbex, M. and Perobelli, F. S. (2010). Solow meets Leontief: Economic growth and energy consumption. Energy Economics, 32(1), 43-53. Azam, M. (2019). Relationship between energy, investment, human capital, environment, and economic growth in four BRICS countries. Environmental Science and Pollution Research International. Environmental Science, 26(33), 34388-34400. Bah, M. M. and Azam, M. (2017). Investigating the relationship between electricity consumption and economic growth: Evidence from South Africa. Renewable and Sustainable Energy Reviews, 80, 531-537. Balaguer, J. and Cantavella, M. (2018). The role of education in the environmental Kuznets curve. Evidence from Australian data. Energy Economics, 70, 289-296. Balan, F. (2016). Environmental quality and its human health effects: A causal analysis for the EU25. International Journal of Applied Economics, 13, 57-71. Bano, S., Zhao, Y., Ahmad, A., Wang, S. and Ya, L. (2018). Identifying the impacts of human capital on carbon emissions in Pakistan. Journal of Cleaner Production, 183, 1082-1092. Barro, R. J. (2001). Human capital and growth. The American Economic Review, 91, 12-17. Barro, R. J. and Sala-i-Martin, X. (1997). Technological diffusion, convergence, and growth. Journal of Economic Growth, 2, 1-26. Becker, G. (1964). Human Capital. A Theoretical and Empirical Analysis with Special Reference to Education. Columbia University Press: New York. Bengoa, M., Román, V. M. S. and Pérez, P. (2017). Do R&D activities matter for productivity? A regional spatial approach assessing the role of human and social capital. Economic Modelling, 60, 448-461. Benhabib, J. and Spiegel, M. M. (2005). Chapter 13 Human Capital and Technology Diffusion. In P. Aghion & S. N. Durlauf (Eds.), Handbook of Economic Growth (Vol. 1, pp. 935-966): Elsevier. Bierens, H. J. (1997). Nonparametric cointegration analysis. Journal of Econometrics, 77, 379-404. Bovenberg, A. L. and Smulders, S. (1995). Environmental quality and pollution-augmenting technological change in a two-sector endogenous growth model. Journal of Public Economics, 57, 369-391. BPSTATS (2019). British Petroleum Statistical Review of World Energy Statistical Review of World. British Petroleum Statistical Review, 68th edition. Chen, Y. and Fang, Z. (2018). Industrial electricity consumption, human capital investment and economic growth in Chinese cities. Economic Modelling, 69, 205-219. Ciccone, A. and Peri, G. (2006). Identifying human-capital externalities: Theory with applications. Review of Economic Studies, 73, 381-412. Cinnirella, F. and Streb, J. (2017). The role of human capital and innovation in economic development: Evidence from post-Malthusian Prussia. Journal of Economic Growth, 22, 193-227. Cole, M. A., Elliott, R. J. R. and Wu, S. S. (2008). Industrial activity and the environment in China: An industry-level analysis. China Economic Review, 19, 393-408. Curea, Ş. C. and Ciora, C. (2013). The impact of human capital on economic growth. Quality – Access to Success, 14, 395-399. Davies, R. B. (1977). Hypothesis testing when a nuisance parameter is present only under the alternative. Biometrika, 64, 247-254. Enders, W. and Lee, J. (2012). A unit root test using a Fourier series to approximate smooth breaks. Oxford Bulletin of Economics and Statistics, 74, 574-599. Enerdata (2018). Enerdata: Global energy statistical yearbook 2018. WWW document. Engle, R. F. and Granger, C. W. J. (1987). Cointegration and error correction representation: Estimation and testing. Econometrica, 55, 251-276. Fang, Z. and Chang, Y. (2016). Energy, human capital and economic growth in Asia Pacific countries - Evidence from a panel cointegration and causality analysis. Energy Economics, 56, 177-184. Fang, Z. and Chen, Y. (2017). Human capital and energy in economic growth - Evidence from Chinese provincial data. Energy Economics, 68, 340-358. Fang, Z. and Yu, J. (2020). The role of human capital in energy-growth nexus: An international evidence. Empirical Economics, 58(3), 1225-1247. Fang, Z. and Yu, J. (2020). The role of human capital in energy-growth nexus: An international evidence. Empirical Economics, 58, 1225-1247. Fang, Z., Chang, Y. and Hamori, S. (2020). Human capital and energy: A driver or drag for economic growth. Singapore Economic Review, 65, 683-714. Fatima, N., Li, Y., Ahmad, M., Jabeen, G. and Li, X. (2019). Analyzing long-term empirical interactions between renewable energy generation, energy use, human capital, and economic performance in Pakistan. Energy, Sustainability and Society, 9, 42. Gallant, A. (1981). On the bias in flexible functional forms and an essentially unbiased form: The Fourier flexible form. Journal of Econometrics, 15, 211-245. Gradus, R. and Smulders, S. (1993). The trade-off between environmental care and long-term growth - Pollution in three prototype growth models. Journal of Economics/Zeitschrift für Nationalökonomie, 58, 25-51. Graff, Z. J. and Matthew, N. (2013). Environment, health, and human capital. Journal of Economic Literature, 51, 689-730. Granger, C. W. J. (1969). Investigating causal relations by econometric models and cross-spectral methods. Econometrica, 37, 424-438. Gregory, A. W. and Hansen, B. E. (1996). Residual-based tests for cointegration in models with regime shifts. Journal of Econometrics, 70, 99-126. Haini, H. (2021). Examining the impact of ICT, human capital and carbon emissions: Evidence from the ASEAN economies. International Economics, 116, 116-125. Hakooma, M. R. and Seshamani, V. (2017). The impact of human capital development on economic growth in Zambia: An Econometric Analysis. International Journal of Economics, Commerce and Management, United Kingdom, 5, 71-87. Hakooma, M. R. and Seshamani, V. (2017). The impact of human capital development on economic growth in Zambia: An Econometric Analysis. International Journal of Economics, Commerce and Management, United Kingdom, V, 4, 71-87. Herrerias, M. J., Joyeux, R. and Girardin, E. (2013). Short- and long-run causality between energy consumption and economic growth: Evidence across regions in China. Applied Energy, 112, 1483-1492. Hulten, C. R., Bennathan, E. and Srinivasan, S. (2006). Infrastructure, externalities, and economic development: A study of the Indian manufacturing industry. World Bank Economic Review, 20, 291-308. Hussain, J. and Hassan, S. (2019). Global energy transition and the role of energy mix in creating energy crisis in Pakistan. Pakistan Journal of Humanities and Social Sciences, 7(2), 219-232. Iorember, P. T., Jelilov, G., Usman, O., Işık, A. and Celik, B. (2021). The influence of renewable energy use, human capital, and trade on environmental quality in South Africa: Multiple structural breaks cointegration approach. Environmental Science and Pollution Research International, 28(11), 13162-13174. Jacob, M. (1984). Human capital and economic growth. Economics of Education Review, 3, 195-205. Johansen, S. and Juselius, K. (1990). Maximum likelihood estimation and inference on cointegration-with applications to the demand for money. Oxford Bulletin of Economics and Statistics, 52, 169-210. Jones, D. C., Li, C. and Owen, A. L. (2003). Growth and regional inequality in China during the reform era. China Economic Review, 14, 186-200. Joshua, J. (2015). The Accumulation of human capital as a factor of production. In: The Contribution of Human Capital Toward Economic Growth in China. Palgrave MacMillan: London. https://doi.org/10.1057/9781137529367_3. Kahia, M. (2017). Renewable and non-renewable energy use - economic growth nexus: The case of MENA Net Oil Importing Countries. Aïssa, M.S. and ben, Lanouar, C. Renewable and Sustainable Energy Reviews, 71, 127-140. Kanayo, O. (2013). The impact of human capital formation on economic growth in Nigeria. Journal of Economics, 4, 121-132. Kaufman, N. A. and Geroy, G. D. (2007). An energy model for viewing embodied human capital theory. Performance Improvement Quarterly, 20, 37-48. Keeble, B. R. (1988). The Brundtland report: Our common future. Medicine and War, 4, 17-25. Kim, J. and Heo, E. (2013). Asymmetric substitutability between energy and capital: Evidence from the manufacturing sectors in 10 OECD countries. Energy Economics, 40, 81-89. Kwon, D.-B. (2009). Human capital and its measurement. In: Proc. therapeutic 3rd OECD world forum on Statistics. Knowledge and Policy, 6-7. Lan, J. and Munro, A. (2013). Environmental compliance and human capital: Evidence from Chinese industrial firms. Resource and Energy Economics, 35, 534-557. Lan, J., Kakinaka, M. and Huang, X. (2012). Foreign direct investment, human capital and environmental pollution in China. Environmental and Resource Economics, 51, 255-275. Le, T. and Nad Bodman, P. M. (2011). Remittances or technological diffusion: Which drives domestic gains from brain drain? Applied Economics, 43, 2277-2285. Lee, C.-C., Chang, C.-P. and Chen, P.-F. (2008). Energy-income causality in OECD countries revisited: The key role of capital stock. Energy Economics, 30, 2359-2373. Leybourne, S. J., Mills, T. C. and Newbold, P. (1998a). Spurious rejections by Dickey-Fuller tests in the presence of a break under the null. Journal of Econometrics, 87, 191-203. Leybourne, S., Newbold, P. and Vougas, D. (1998b). Unit roots and smooth transitions. Journal of Time Series Analysis, 19, 83-97. Li, H. and Huang, L. (2009). Health, education, and economic growth in China: Empirical findings and implications. China Economic Review, 20, 374-387. Li, K. and Lin, B. (2016). Impact of energy technology patents in China: Evidence from a panel cointegration and error correction model. Energy Policy, 89, 214-223. Li, K. W. and Liu, T. (2011). Economic and productivity growth decomposition: An application to post-reform China. Economic Modelling, 28, 366-373. Li, P. and Ouyang, Y. (2019). The dynamic impacts of financial development and human capital on CO2 emission intensity in China: An ARDL approach. Journal of Business Economics and Management, 20, 939-957. Li, Y., Fatima, N., Ahmad, M., Jabeen, G. and Li, X. (2019). Dynamic long-run connections among renewable energy generation, energy consumption, human capital and economic performance in Pakistan. In: 4th International Conference on Power and Renewable Energy, ICPRE 2019 2019. Llesanmi, K. D. and Tiwari, D. D. (2017). Energy consumption, human capital investment and economic growth in South Africa: A vector error correction model analysis. OPEC Energy Review, 41, 55-70. Lucas, R. E., Jr. (1988). On the mechanics of economic development. Journal of Monetary Economics, 22, 3-42. Lütkepohl, H. (2006). Structural vector autoregressive analysis for cointegrated variables. AStA Advances in Statistical Analysis, 90, 75-88. Madariaga, N. and Poncet, S. (2007). FDI in Chinese cities: Spillovers and impact on growth. World Economy, 30, 837-862. Mankiw, N. G., Romer, D. and Weil, D. N. (1992). A contribution to the empirics of economic growth. Quarterly Journal of Economics, 107, 407-437. Mattalia, C. (2012). Human capital accumulation in R&D-based growth models. Economic Modelling, 29, 601-609. McNown, R., Sam, C. Y. and Goh, S. K. (2018). Bootstrapping the autoregressive distributed lag test for cointegration. Applied Economics, 50, 1509-1521. Meyer, A. (2016). Heterogeneity in the preferences and pro-environmental behavior of college students: The effects of years on campus, demographics, and external factors. Journal of Cleaner Production, 112, 3451-3463. Mincer, J. (1958). Investment in human capital and personal income distribution. Journal of Political Economy, 66, 281-302. Mincer, J. (1962). On the job training: Costs, returns, and some implications. Journal of Political Economy, 70, 550-579. Mohamed Arabi, K. A. and Suliman Abdalla, S. Z. (2013). The impact of human capital on economic growth: Empirical evidence from Sudan. Research in World Economy, 4, 43-53. Narayan, P. (2005). The saving and investment Nexus for China: Evidence from cointegration tests. Applied Economics, 37, 1979-1990. Nasir, M. A., Rizvi, R. A. and Rossi, M. (2018). A treatise on oil price shocks and their implications for the UK Financial Sector: Analysis based on time-varying structural VAR model. Manchester School, 86, 586-621. Nelson, R. and Phelps, E. (1966). Investment in humans, technology diffusion and economic growth. The American Economic Review, 56, 69-75. Obydenkova, A. V. and Salahodjaev, R. (2017). Climate change policies: The role of democracy and social cognitive capital. Environmental Research, 157, 182-189. Oluwatobi, S. O. and Ogunrinola, O. I. (2011). Government expenditure on human capital development: Implications for economic growth in Nigeria. Journal of Sustainable Development, 4, 72-80. Ouyang, P. and Fu, S. (2012). Economic growth, local industrial development and inter-regional spillovers from foreign direct investment: Evidence from China. China Economic Review, 23, 445-460. Oyedepo, S. O. (2012). Energy and sustainable development in Nigeria: The way forward. Energy. Sustainability and Society, 2(15). Pablo-Romero, M. del P. and Sánchez-Braza, A. (2015). Productive energy use and economic growth: Energy, physical and human capital relationships. Energy Economics, 49, 420-429. Pablo-Romero, M. del. P. and Sanchez-Braza, A. (2015). Productive energy use and economic growth: energy, physical and human capital relationships. Energy Economics, 49, 420-429. Perron, P. (1989). The great crash, the oil price shock, and the unit root hypothesis. Econometrica, 57, 1361-1401. Pesaran, M. H. and Shin, Y. (1999). An autoregressive distributed lag modelling approach to cointegration analysis. In: Econometrics and Economic Theory in the 20th Century: The Ragnar Frisch Centennial Symposium. S. Strom (Ed.). Cambridge University Press. Pesaran, M. H., Shin, Y. and Smith, R. S. (2001). Bounds testing approaches to the analysis of level relationships. Journal of Applied Econometrics, 16, 289-326. Rauch, J. (1993). Productivity gains from geographic concentration in cities. Journal of Urban Economics, 34, 380-400. Richmond, A. K. and Kaufmann, R. K. (2006). Is there a turning point in the relationship between income and energy use and/or carbon emissions? Ecological Economics, 56, 176-189. Salahodjaev, R. (2018). Is there a link between cognitive abilities and environmental awareness? Cross-national evidence. Environmental Research, 166, 86-90. Salim, R., Yao, Y. and Chen, G. S. (2017b). Does human capital matter for energy consumption in China? Energy Economics, 67, 49-59. Sarkodie, S. A., Adams, S., Owusu, P. A., Leirvik, T. and Ozturk, I. (2020). Mitigating degradation and emissions in China: The role of environmental sustainability, human capital and renewable energy. Science of the Total Environment, 719, 137530. Schultz, T. (1961). Investment in human capital. American Economic Review, 51, 1-17. Sen, A. (1997). Editorial. Human capital and human capability. World Development, 25, 1959-1961. Shahbaz, M., Gozgor, G. and Hammoudeh, S. (2019). Human capital and export diversification as new determinants of energy demand in the United States. Energy Economics, 78, 335-349. Shahbaz, M., Raghutla, C., Song, M., Zameer, H. and Jiao, Z. (2020a). Public–private partnerships investment in energy as new determinant of CO2 emissions: The role of technological innovations in China. Energy Economics. Shahbaz, M., Khraief, N. and Czudaj, R. L. (2020b). Renewable energy consumption-economic growth nexus in G7 countries: New evidence from a nonlinear ARDL approach. Economics Bulletin, 40, 2828-2843. Shahbaz, M., Omay, T. and Roubaud, D. (2018). Sharp and smooth breaks in unit root testing of renewable energy consumption: The way forward. Journal of Energy and Development, 44, 5-39. Šlaus, I. and Jacobs, G. (2011). Human capital and sustainability. Sustainability, 3, 97-154. Su, Y. and Liu, Z. (2016). The impact of foreign direct investment and human capital on economic growth: Evidence from Chinese cities. China Economic Review, 37, 97-109. Teixeira, A. A. C. and Queirós, A. S. S. (2016). Economic growth, human capital and structural change: A dynamic panel data analysis. Resources Policy, 45, 1636-1648. The World Bank Group (2015). Beyond connections: Energy access redefined. Technical Report. World Bank, 008/15. The World Bank Group (2019). GDP per capita (current US$). WWW Document. World Bank. Wang, Y. and Liu, S. (2016). Education, human capital and economic growth: Empirical research on 55 countries and regions (1960-2009). Theoretical Economics Letters, 6, 347-355. World Economic Forum (2017). The Global Human Capital Report 2017: Preparing People for the Future of Work. World Economic Forum: Geneva. Xu, X. L. and Liu, C. K. (2019). How to keep renewable energy enterprises to reach economic sustainable performance: From the views of intellectual capital and life cycle. Energy, Sustainability and Society, 9, 7. Zhu, X., Whalley, J. and Zhao, X. (2014). Intergenerational transfer, human capital and long-term growth in China under the one child policy. Economic Modelling, 40, 275-283. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/110352 |