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The marginal and double threshold effects of regional innovation on energy consumption structure: Evidence from resource-based regions in China

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  • Hao, Xiaoli
  • Deng, Feng

Abstract

Innovation-driven, energy consumption structure optimisation is crucial in developing countries. China, as a typical developing country, has been shifting its economic development model from a traditional approach to innovation-driven, high-quality development. We select nine resource-based regions in China as our research subject and employ a varying coefficient panel model and a Hansen panel threshold model to quantify the marginal and threshold effects of innovation capacity in optimising energy consumption structure. The results indicate that the overall energy consumption structure index for the analysed regions is 0.563, revealing that the structure is rather low and regional economic development relies mainly on low-ranked energy. Astonishingly, the marginal effect reflects obvious heterogeneity: a positive effect in Sichuan (−0.208), Yunnan (−0.207), and Xinjiang (−0.431); nearly no effect in Chongqing, Gansu, and Qinghai; and a negative effect in Guangxi (0.104), Shaanxi (0.244), and Ningxia (1.282). In previous studies, such negative effects have been totally ignored. Further, there are double thresholds and a unique driving mechanism, namely, ‘negative driving → strong positive driving → weak positive driving’. Interestingly, below the first threshold, improvement in innovation will lead to energy consumption structure degradation. Current policies, such as introducing extensive talent, are not feasible for all resource-based regions. The concerns of policy making for the three different threshold intervals should be: upgrading industrial structures, optimising the structure of human resources, and preventing ‘brain drain’, respectively.

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  • Hao, Xiaoli & Deng, Feng, 2019. "The marginal and double threshold effects of regional innovation on energy consumption structure: Evidence from resource-based regions in China," Energy Policy, Elsevier, vol. 131(C), pages 144-154.
    • Handle: RePEc:eee:enepol:v:131:y:2019:i:c:p:144-154
    DOI: 10.1016/j.enpol.2019.04.034
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    as
    1. Sayin, Cengiz & Nisa Mencet, M. & Ozkan, Burhan, 2005. "Assessing of energy policies based on Turkish agriculture:: current status and some implications," Energy Policy, Elsevier, vol. 33(18), pages 2361-2373, December.
    2. Liu, Yaqin & Zhao, Guohao & Zhao, Yushan, 2016. "An analysis of Chinese provincial carbon dioxide emission efficiencies based on energy consumption structure," Energy Policy, Elsevier, vol. 96(C), pages 524-533.
    3. Guan, Jian Cheng & Yan, Yan, 2016. "Technological proximity and recombinative innovation in the alternative energy field," Research Policy, Elsevier, vol. 45(7), pages 1460-1473.
    4. Hansen, Bruce E., 1999. "Threshold effects in non-dynamic panels: Estimation, testing, and inference," Journal of Econometrics, Elsevier, vol. 93(2), pages 345-368, December.
    5. Mundaca, Gabriela, 2017. "How much can CO2 emissions be reduced if fossil fuel subsidies are removed?," Energy Economics, Elsevier, vol. 64(C), pages 91-104.
    6. Yang, Xue & Wang, Shaojian & Zhang, Wenzhong & Li, Jiaming & Zou, Yafeng, 2016. "Impacts of energy consumption, energy structure, and treatment technology on SO2 emissions: A multi-scale LMDI decomposition analysis in China," Applied Energy, Elsevier, vol. 184(C), pages 714-726.
    7. Suri, Vivek & Chapman, Duane, 1998. "Economic growth, trade and energy: implications for the environmental Kuznets curve," Ecological Economics, Elsevier, vol. 25(2), pages 195-208, May.
    8. Bekierman, Jeremias & Manner, Hans, 2018. "Forecasting realized variance measures using time-varying coefficient models," International Journal of Forecasting, Elsevier, vol. 34(2), pages 276-287.
    9. Grossman, G.M & Krueger, A.B., 1991. "Environmental Impacts of a North American Free Trade Agreement," Papers 158, Princeton, Woodrow Wilson School - Public and International Affairs.
    10. Bloch, Harry & Rafiq, Shuddhasattwa & Salim, Ruhul, 2012. "Coal consumption, CO2 emission and economic growth in China: Empirical evidence and policy responses," Energy Economics, Elsevier, vol. 34(2), pages 518-528.
    11. Carlevaro, Fabrizio & Senegas, Marc-Alexandre, 2006. "Simplified marginal effects in discrete choice models: A correction," Economics Letters, Elsevier, vol. 92(1), pages 44-46, July.
    12. Greco, Marco & Locatelli, Giorgio & Lisi, Stefano, 2017. "Open innovation in the power & energy sector: Bringing together government policies, companies’ interests, and academic essence," Energy Policy, Elsevier, vol. 104(C), pages 316-324.
    13. Schmidt, Tobias & Rammer, Christian, 2007. "Non-technological and Technological Innovation: Strange Bedfellows?," ZEW Discussion Papers 07-052, ZEW - Leibniz Centre for European Economic Research.
    14. Feng, Guohua & Gao, Jiti & Peng, Bin & Zhang, Xiaohui, 2017. "A varying-coefficient panel data model with fixed effects: Theory and an application to US commercial banks," Journal of Econometrics, Elsevier, vol. 196(1), pages 68-82.
    15. Dogan, Eyup & Seker, Fahri, 2016. "The influence of real output, renewable and non-renewable energy, trade and financial development on carbon emissions in the top renewable energy countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 60(C), pages 1074-1085.
    16. David Maradan & Anatoli Vassiliev, 2005. "Marginal Costs of Carbon Dioxide Abatement: Empirical Evidence from Cross-Country Analysis," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 141(III), pages 377-410, September.
    17. Wang, Qiang & Li, Rongrong, 2017. "Decline in China's coal consumption: An evidence of peak coal or a temporary blip?," Energy Policy, Elsevier, vol. 108(C), pages 696-701.
    18. Liebowitz, S J & Margolis, Stephen E, 1995. "Path Dependence, Lock-in, and History," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 11(1), pages 205-226, April.
    19. Mohamed Amine Boutabba, 2014. "The impact of financial development, income, energy and trade on carbon emissions: Evidence from the Indian economy," Post-Print hal-02877966, HAL.
    20. Lingyun Huang & Xiaming Liu & Lei Xu, 2012. "Regional Innovation and Spillover Effects of Foreign Direct Investment in China: A Threshold Approach," Regional Studies, Taylor & Francis Journals, vol. 46(5), pages 583-596, August.
    21. Fan, Jing-Li & Zhang, Yue-Jun & Wang, Bing, 2017. "The impact of urbanization on residential energy consumption in China: An aggregated and disaggregated analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 75(C), pages 220-233.
    22. Sovacool, Benjamin K., 2017. "Reviewing, Reforming, and Rethinking Global Energy Subsidies: Towards a Political Economy Research Agenda," Ecological Economics, Elsevier, vol. 135(C), pages 150-163.
    23. Yang, Zhenbing & Shao, Shuai & Yang, Lili & Miao, Zhuang, 2018. "Improvement pathway of energy consumption structure in China's industrial sector: From the perspective of directed technical change," Energy Economics, Elsevier, vol. 72(C), pages 166-176.
    24. Wang, Xiaohua & Feng, Zhenmin, 2003. "Energy consumption with sustainable development in developing country: a case in Jiangsu, China," Energy Policy, Elsevier, vol. 31(15), pages 1679-1684, December.
    25. Boqiang Lin & Guanglu Zhang, 2018. "Can Industrial Restructuring Significantly Reduce Energy Consumption? Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 54(5), pages 1082-1095, April.
    26. Yang, Qing & Zhang, Lei & Wang, Xin, 2017. "Dynamic analysis on market structure of China's coal industry," Energy Policy, Elsevier, vol. 106(C), pages 498-504.
    27. Roger Fouquet, 2016. "Path dependence in energy systems and economic development," Nature Energy, Nature, vol. 1(8), pages 1-5, August.
    28. Ahmad, Ashfaq & Zhao, Yuhuan & Shahbaz, Muhammad & Bano, Sadia & Zhang, Zhonghua & Wang, Song & Liu, Ya, 2016. "Carbon emissions, energy consumption and economic growth: An aggregate and disaggregate analysis of the Indian economy," Energy Policy, Elsevier, vol. 96(C), pages 131-143.
    29. M. Aristizabal-Ramirez & G. Canavire-Bacarreza & F. Rios-Avila, 2015. "Revisiting the effects of innovation on growth: a threshold analysis," Applied Economics Letters, Taylor & Francis Journals, vol. 22(18), pages 1474-1479, December.
    30. Alvarez-Herranz, Agustin & Balsalobre-Lorente, Daniel & Shahbaz, Muhammad & Cantos, José María, 2017. "Energy innovation and renewable energy consumption in the correction of air pollution levels," Energy Policy, Elsevier, vol. 105(C), pages 386-397.
    31. Eshita Gupta, 2012. "Global warming and electricity demand in the rapidly growing city of Delhi: A Semi-parametric variable coefficient approach," Discussion Papers 12-02, Indian Statistical Institute, Delhi.
    32. Chao-Wu Chou & Wen-Chih Liao & Simon Wu & Hui-Ming Wee, 2015. "The Role of Technical Innovation and Sustainability on Energy Consumption: A Case Study on the Taiwanese Automobile Industry," Energies, MDPI, vol. 8(7), pages 1-14, June.
    33. Liu, Wei & Li, Hong, 2011. "Improving energy consumption structure: A comprehensive assessment of fossil energy subsidies reform in China," Energy Policy, Elsevier, vol. 39(7), pages 4134-4143, July.
    34. Feng, Taiwen & Sun, Linyan & Zhang, Ying, 2009. "The relationship between energy consumption structure, economic structure and energy intensity in China," Energy Policy, Elsevier, vol. 37(12), pages 5475-5483, December.
    35. Guo, Pibin & Wang, Ting & Li, Dan & Zhou, Xijun, 2016. "How energy technology innovation affects transition of coal resource-based economy in China," Energy Policy, Elsevier, vol. 92(C), pages 1-6.
    36. Song, Qijiao & Zhou, Nan & Liu, Tianle & Siehr, Stephanie A. & Qi, Ye, 2018. "Investigation of a “coupling model” of coordination between low-carbon development and urbanization in China," Energy Policy, Elsevier, vol. 121(C), pages 346-354.
    37. Boutabba, Mohamed Amine, 2014. "The impact of financial development, income, energy and trade on carbon emissions: Evidence from the Indian economy," Economic Modelling, Elsevier, vol. 40(C), pages 33-41.
    38. Alkhathlan, Khalid & Javid, Muhammad, 2013. "Energy consumption, carbon emissions and economic growth in Saudi Arabia: An aggregate and disaggregate analysis," Energy Policy, Elsevier, vol. 62(C), pages 1525-1532.
    39. Wu, Xifeng & Xu, Yuechao & Lou, Yuting & Chen, Yu, 2018. "Low carbon transition in a distributed energy system regulated by localized energy markets," Energy Policy, Elsevier, vol. 122(C), pages 474-485.
    40. Li Junchen & Dong Xiucheng & Mikael Höök & Gao Jian & Li Shiqun, 2013. "Risk evaluation of technology innovation in China's oil and gas industry," International Journal of Global Energy Issues, Inderscience Enterprises Ltd, vol. 36(1), pages 1-12.
    41. Robaina Alves, Margarita & Moutinho, Victor, 2013. "Decomposition analysis and Innovative Accounting Approach for energy-related CO2 (carbon dioxide) emissions intensity over 1996–2009 in Portugal," Energy, Elsevier, vol. 57(C), pages 775-787.
    42. Gupta, Eshita, 2012. "Global warming and electricity demand in the rapidly growing city of Delhi: A semi-parametric variable coefficient approach," Energy Economics, Elsevier, vol. 34(5), pages 1407-1421.
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