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Developing renewable energy in the face of extreme climate: Implications of tertiarization

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  • Lee, Chien-Chiang
  • Wu, Zhihang

Abstract

The relationship between climate extremes and renewable energy is a prominent topic in economic research, yet academic understanding of this relationship remains limited. Therefore, this paper explores the relationship between extreme climate (EC) and renewable energy development (RED) across 30 provinces in China from 2009 to 2021, and considers the dynamic role of tertiarization in this relationship, further expanding research in this field. Grounded in the panel smooth transition regression (PSTR) framework, this research detects a significant non-linear connection between EC and RED. When the tertiarization (TER) process exceeds a certain threshold, the negative impacts significantly outweigh the positive ones. The article primarily explores two aspects of heterogeneity. (1) In terms of energy types, the relationship between EC and the growth of the three primary renewable energy sources—solar, wind, and hydro—exhibits a comparable "inverted U-shaped" pattern due to the TER. Among these, the economic impact of EC on solar energy development shows the greatest variability. (2) Regarding regional economic development levels, EC negatively impacts RED more significantly and at an earlier stage in economically advanced regions compared to underdeveloped regions. The robustness study indicates that the proportion of the tertiary sector's GDP to total GDP serves as a substitute variable for the TER, with a nonlinear relationship threshold of 0.636. The empirical findings of this study provide policymakers aiming to optimize regional industrial structures, promote energy transition, and achieve sustainable development with constructive insights. Establishing a sound industrial structure, along with appropriate environmental regulations and government oversight, can effectively mitigate the negative impacts of extreme climate events.

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  • Lee, Chien-Chiang & Wu, Zhihang, 2025. "Developing renewable energy in the face of extreme climate: Implications of tertiarization," Energy, Elsevier, vol. 321(C).
  • Handle: RePEc:eee:energy:v:321:y:2025:i:c:s0360544225011107
    DOI: 10.1016/j.energy.2025.135468
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    1. Zhang, Yabei & Smith, Steven J. & Kyle, G. Page & Stackhouse Jr., Paul W., 2010. "Modeling the potential for thermal concentrating solar power technologies," Energy Policy, Elsevier, vol. 38(12), pages 7884-7897, December.
    2. González, Andrés & Teräsvirta, Timo & van Dijk, Dick & Yang, Yukai, 2005. "Panel Smooth Transition Regression Models," SSE/EFI Working Paper Series in Economics and Finance 604, Stockholm School of Economics, revised 11 Oct 2017.
    3. Wang, Feng & Wu, Min & Du, Xuyang, 2023. "Does industrial upgrading improve eco-efficiency? Evidence from China's industrial sector," Energy Economics, Elsevier, vol. 124(C).
    4. Wee, Hui-Ming & Yang, Wen-Hsiung & Chou, Chao-Wu & Padilan, Marivic V., 2012. "Renewable energy supply chains, performance, application barriers, and strategies for further development," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(8), pages 5451-5465.
    5. Wang, Ying & Zhang, Dayong & Ji, Qiang & Shi, Xunpeng, 2020. "Regional renewable energy development in China: A multidimensional assessment," Renewable and Sustainable Energy Reviews, Elsevier, vol. 124(C).
    6. Ulucak, Recep & Koçak, Emrah & Erdoğan, Seyfettin & Kassouri, Yacouba, 2020. "Investigating the non-linear effects of globalization on material consumption in the EU countries: Evidence from PSTR estimation," Resources Policy, Elsevier, vol. 67(C).
    7. Lee, Chien-Chiang & Wang, Fuhao & Lou, Runchi & Wang, Keying, 2023. "How does green finance drive the decarbonization of the economy? Empirical evidence from China," Renewable Energy, Elsevier, vol. 204(C), pages 671-684.
    8. Li, Li & Hong, Xuefei & Peng, Ke, 2019. "A spatial panel analysis of carbon emissions, economic growth and high-technology industry in China," Structural Change and Economic Dynamics, Elsevier, vol. 49(C), pages 83-92.
    9. Ma, Dan & Tang, Jiaqi & Jiang, Xuemei, 2023. "Effects of digital global value chain participation on CO2 emissions embodied in digital exports: New evidence from PSTR approach," Energy Economics, Elsevier, vol. 126(C).
    10. van der Wiel, K. & Stoop, L.P. & van Zuijlen, B.R.H. & Blackport, R. & van den Broek, M.A. & Selten, F.M., 2019. "Meteorological conditions leading to extreme low variable renewable energy production and extreme high energy shortfall," Renewable and Sustainable Energy Reviews, Elsevier, vol. 111(C), pages 261-275.
    11. Zhao, Ke-Xin & Xu, Fei-Ran & Zhou, Yan & Ma, Tao, 2024. "The heterogeneous effects of non-hydro renewable energy and water resources on industrial development of the Yellow river and Yangtze river basins," Energy, Elsevier, vol. 301(C).
    12. Xu, Guangyue & Yang, Mengge & Li, Shuang & Jiang, Mingqi & Rehman, Hafizur, 2024. "Evaluating the effect of renewable energy investment on renewable energy development in China with panel threshold model," Energy Policy, Elsevier, vol. 187(C).
    13. Zheng-Xin Wang & Peng Hao & Pei-Yi Yao, 2017. "Non-Linear Relationship between Economic Growth and CO 2 Emissions in China: An Empirical Study Based on Panel Smooth Transition Regression Models," IJERPH, MDPI, vol. 14(12), pages 1-11, December.
    14. de Jong, Pieter & Barreto, Tarssio B. & Tanajura, Clemente A.S. & Kouloukoui, Daniel & Oliveira-Esquerre, Karla P. & Kiperstok, Asher & Torres, Ednildo Andrade, 2019. "Estimating the impact of climate change on wind and solar energy in Brazil using a South American regional climate model," Renewable Energy, Elsevier, vol. 141(C), pages 390-401.
    15. Liu, Ying & Lin, Boqiang & Xu, Bin, 2021. "Modeling the impact of energy abundance on economic growth and CO2 emissions by quantile regression: Evidence from China," Energy, Elsevier, vol. 227(C).
    16. Xilu Chen & Guangyu Pei & Zheng Song & Fabrizio Zilibotti, 2023. "Tertiarization Like China," Annual Review of Economics, Annual Reviews, vol. 15(1), pages 485-512, September.
    17. Zhang, Dongyang & Zhao, Mengjiao & Wang, Yizhi & Vigne, Samuel A. & Benkraiem, Ramzi, 2024. "Technological innovation and its influence on energy risk management: Unpacking China’s energy consumption structure optimisation amidst climate change," Energy Economics, Elsevier, vol. 131(C).
    18. Can Şener, Şerife Elif & Sharp, Julia L. & Anctil, Annick, 2018. "Factors impacting diverging paths of renewable energy: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 2335-2342.
    19. Lee, Chi-Chuan & Lee, Chien-Chiang, 2022. "How does green finance affect green total factor productivity? Evidence from China," Energy Economics, Elsevier, vol. 107(C).
    20. Lee, Chi-Chuan & Lee, Chien-Chiang, 2024. "Not all are alike: Assessing the effect of geopolitical risk on regional renewable energy development in China," Renewable Energy, Elsevier, vol. 222(C).
    21. D. Zhang & M. Zhao & Y. Wang & S. Vigne & R. Benkraiem, 2024. "Technological innovation and its influence on energy risk management: Unpacking China’s energy consumption structure optimisation amidst climate change," Post-Print hal-04864387, HAL.
    22. Shuyu Zhang & Xuanyu Zhou & Huifeng Pan & Junyi Jia, 2019. "Cryptocurrency, confirmatory bias and news readability – evidence from the largest Chinese cryptocurrency exchange," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 58(5), pages 1445-1468, March.
    23. Wang, Huiqing & Wei, Weixian, 2020. "Coordinating technological progress and environmental regulation in CO2 mitigation: The optimal levels for OECD countries & emerging economies," Energy Economics, Elsevier, vol. 87(C).
    24. Shao, Hanhua & Wang, Yaning & Lee, Chien-Chiang & Wen, Huwei, 2024. "How does political stability affect renewable energy finance? International evidence," Energy, Elsevier, vol. 313(C).
    25. Ge, Tao & Cai, Xuesen & Song, Xiaowei, 2022. "How does renewable energy technology innovation affect the upgrading of industrial structure? The moderating effect of green finance," Renewable Energy, Elsevier, vol. 197(C), pages 1106-1114.
    26. Bourcet, Clémence, 2020. "Empirical determinants of renewable energy deployment: A systematic literature review," Energy Economics, Elsevier, vol. 85(C).
    27. Møller, Karl Magnus, 2024. "Domestic renewable energy industries and national decarbonization policy," Energy Policy, Elsevier, vol. 192(C).
    28. Alishba Hania & Chien-Chiang Lee & Farzan Yahya, 2025. "Climate anxiety, economic policy uncertainty, and green growth," Economic Change and Restructuring, Springer, vol. 58(1), pages 1-34, February.
    29. Mohammed Ombadi & Mark D. Risser & Alan M. Rhoades & Charuleka Varadharajan, 2023. "A warming-induced reduction in snow fraction amplifies rainfall extremes," Nature, Nature, vol. 619(7969), pages 305-310, July.
    30. Ellabban, Omar & Abu-Rub, Haitham & Blaabjerg, Frede, 2014. "Renewable energy resources: Current status, future prospects and their enabling technology," Renewable and Sustainable Energy Reviews, Elsevier, vol. 39(C), pages 748-764.
    31. Zhu, Yongbin & Shi, Yajuan & Wu, Jing & Wu, Leying & Xiong, Wen, 2018. "Exploring the Characteristics of CO2 Emissions Embodied in International Trade and the Fair Share of Responsibility," Ecological Economics, Elsevier, vol. 146(C), pages 574-587.
    32. AL-Rasheedi, Majed & Gueymard, Christian A. & Al-Khayat, Mohammad & Ismail, Alaa & Lee, Jared A. & Al-Duaj, Hamad, 2020. "Performance evaluation of a utility-scale dual-technology photovoltaic power plant at the Shagaya Renewable Energy Park in Kuwait," Renewable and Sustainable Energy Reviews, Elsevier, vol. 133(C).
    33. Akdemir, Kerem Ziya & Kern, Jordan D. & Lamontagne, Jonathan, 2022. "Assessing risks for New England's wholesale electricity market from wind power losses during extreme winter storms," Energy, Elsevier, vol. 251(C).
    34. Borojo, Dinkneh Gebre & Yushi, Jiang & Gong, Xueting & Zhang, Hongyu & Miao, Miao, 2024. "The heterogeneous impacts of climate finance on energy efficiency and renewable energy production in developing countries," Renewable Energy, Elsevier, vol. 236(C).
    35. Zhang, Mingming & Zhang, Shichang & Lee, Chien-Chiang & Zhou, Dequn, 2021. "Effects of trade openness on renewable energy consumption in OECD countries: New insights from panel smooth transition regression modelling," Energy Economics, Elsevier, vol. 104(C).
    36. Fergus Green & Nicholas Stern, 2017. "China's changing economy: implications for its carbon dioxide emissions," Climate Policy, Taylor & Francis Journals, vol. 17(4), pages 423-442, May.
    37. Mohsin, Muhammad & Taghizadeh-Hesary, Farhad & Iqbal, Nadeem & Saydaliev, Hayot Berk, 2022. "The role of technological progress and renewable energy deployment in green economic growth," Renewable Energy, Elsevier, vol. 190(C), pages 777-787.
    38. Ma, Yu & Wang, Yutian & Zhou, Xiangjun, 2024. "The impact of green finance on the development of the non-hydro renewable energy industry: An empirical study based on data from 30 provinces in China," Renewable Energy, Elsevier, vol. 227(C).
    39. Zhu, Bangzhu & Zhang, Mengfan & Zhou, Yanhua & Wang, Ping & Sheng, Jichuan & He, Kaijian & Wei, Yi-Ming & Xie, Rui, 2019. "Exploring the effect of industrial structure adjustment on interprovincial green development efficiency in China: A novel integrated approach," Energy Policy, Elsevier, vol. 134(C).
    40. Wei, Xiaobo & Mohsin, Muhammad & Zhang, Qiongxin, 2022. "Role of foreign direct investment and economic growth in renewable energy development," Renewable Energy, Elsevier, vol. 192(C), pages 828-837.
    41. Corwin, Samuel & Johnson, Timothy L., 2019. "The role of local governments in the development of China's solar photovoltaic industry," Energy Policy, Elsevier, vol. 130(C), pages 283-293.
    42. Kumler, Andrew & Kravitz, Ben & Draxl, Caroline & Vimmerstedt, Laura & Benton, Brandon & Lundquist, Julie K. & Martin, Michael & Buck, Holly Jean & Wang, Hailong & Lennard, Christopher & Tao, Ling, 2025. "Potential effects of climate change and solar radiation modification on renewable energy resources," Renewable and Sustainable Energy Reviews, Elsevier, vol. 207(C).
    43. Lin, Boqiang & Zhang, Aoxiang, 2024. "Digital finance, regional innovation environment and renewable energy technology innovation: Threshold effects," Renewable Energy, Elsevier, vol. 223(C).
    44. Marco Letta & Richard S. J. Tol, 2019. "Weather, Climate and Total Factor Productivity," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 73(1), pages 283-305, May.
    45. Surender Kumar & Madhu Khanna, 2019. "Temperature and production efficiency growth: empirical evidence," Climatic Change, Springer, vol. 156(1), pages 209-229, September.
    46. Dazhong Cheng & Jean‐Marc Blanchard, 2009. "Is the Chinese Economy Moving in the Direction of Tertiarization?," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 17(6), pages 88-105, November.
    47. Pan, Xiongfeng & Wang, Mengyang & Li, Mengna, 2023. "Low-carbon policy and industrial structure upgrading: Based on the perspective of strategic interaction among local governments," Energy Policy, Elsevier, vol. 183(C).
    48. Wang, Hai-jie & Tang, Kai, 2023. "Extreme climate, innovative ability and energy efficiency," Energy Economics, Elsevier, vol. 120(C).
    49. Yu, Hui & Li, Huiru, 2023. "How does the global metal industry value network affect industrial structure upgrading ? The perspective of industry chain," Resources Policy, Elsevier, vol. 85(PB).
    50. Lee, Chien-Chiang & Chen, Mei-Ping & Yuan, Zihao, 2023. "Is information and communication technology a driver for renewable energy?," Energy Economics, Elsevier, vol. 124(C).
    51. Chunlai Chen & Yan Wu, 2017. "Impact of Foreign Direct Investment and Export on Urbanization: Evidence from China," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 25(1), pages 71-89, January.
    52. Xia, Lei & Han, Qingjiang & Yu, Shui, 2024. "Industrial intelligence and industrial structure change: Effect and mechanism," International Review of Economics & Finance, Elsevier, vol. 93(PA), pages 1494-1506.
    53. Lee, Chi-Chuan & Li, Xinrui & Yu, Chin-Hsien & Zhao, Jinsong, 2022. "The contribution of climate finance toward environmental sustainability: New global evidence," Energy Economics, Elsevier, vol. 111(C).
    54. He, Zhi-Wen & Lee, Chien-Chiang & Sharma, Susan Sunila, 2025. "The impact of geopolitical risks on the renewable energy transition," Energy Economics, Elsevier, vol. 143(C).
    55. Chiu, Yi-Bin & Lee, Chien-Chiang, 2020. "Effects of financial development on energy consumption: The role of country risks," Energy Economics, Elsevier, vol. 90(C).
    56. Shang, Yuping & Sang, Shenghu & Tiwari, Aviral Kumar & Khan, Salahuddin & Zhao, Xin, 2024. "Impacts of renewable energy on climate risk: A global perspective for energy transition in a climate adaptation framework," Applied Energy, Elsevier, vol. 362(C).
    57. Huynh, Cong Minh & Phan, Thi Nga, 2024. "Climate change and income inequality: Does renewable energy matter?," Renewable Energy, Elsevier, vol. 233(C).
    58. Yan Yu & Jing Chen & Ya Tang & Jianguo Xu, 2018. "Analysts' Strategic Distortion during IPO Waves," International Review of Finance, International Review of Finance Ltd., vol. 18(3), pages 331-357, September.
    59. Lin, Justin Yifu & Liu, Zhengwen & Zhang, Bo, 2023. "Endowment, technology choice, and industrial upgrading," Structural Change and Economic Dynamics, Elsevier, vol. 65(C), pages 364-381.
    60. Keith N. Musselman & Flavio Lehner & Kyoko Ikeda & Martyn P. Clark & Andreas F. Prein & Changhai Liu & Mike Barlage & Roy Rasmussen, 2018. "Projected increases and shifts in rain-on-snow flood risk over western North America," Nature Climate Change, Nature, vol. 8(9), pages 808-812, September.
    61. Chunlai Chen & Yan Wu, 2019. "Interregional Impact Of Foreign Direct Investment On China’S Inland Urbanization," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 64(04), pages 997-1017, September.
    62. Xu, Xiaofeng & Wei, Zhifei & Ji, Qiang & Wang, Chenglong & Gao, Guowei, 2019. "Global renewable energy development: Influencing factors, trend predictions and countermeasures," Resources Policy, Elsevier, vol. 63(C), pages 1-1.
    63. Duncan Watson-Parris & Christopher J. Smith, 2022. "Large uncertainty in future warming due to aerosol forcing," Nature Climate Change, Nature, vol. 12(12), pages 1111-1113, December.
    64. Alkathery, Mohammed A. & Chaudhuri, Kausik & Nasir, Muhammad Ali, 2022. "Implications of clean energy, oil and emissions pricing for the GCC energy sector stock," Energy Economics, Elsevier, vol. 112(C).
    65. Wu, Linfei & Sun, Liwen & Qi, Peixiao & Ren, Xiangwei & Sun, Xiaoting, 2021. "Energy endowment, industrial structure upgrading, and CO2 emissions in China: Revisiting resource curse in the context of carbon emissions," Resources Policy, Elsevier, vol. 74(C).
    66. Huizi Ma & Xuan Miao & Zhen Wang & Xiangrong Wang, 2023. "How Does Green Finance Affect the Sustainable Development of the Regional Economy? Evidence from China," Sustainability, MDPI, vol. 15(4), pages 1-16, February.
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