IDEAS home Printed from https://ideas.repec.org/a/sae/engenv/v36y2025i2p936-957.html

Energy regulation, energy innovation, and carbon intensity nexus in China: A nonlinear perspective

Author

Listed:
  • Feng Yanzhe
  • Sana Ullah

Abstract

Considering the role of energy regulations and innovations in reducing energy-driven emissions, our main objective is to scrutinize the influence of energy regulations and innovations on carbon intensity in China over the period 1991–2020. In contrast to the previous studies, the analysis also focuses on the asymmetry assumption. The scientific value added to this study lies in its innovative methods and empirical evidence. The autoregressive distributed lag model, both linear and nonlinear, is utilized in the research to examine the short- and long-run estimates. The linear model highlights that energy regulations, energy innovations, and human capital reduce carbon intensity in the long run, while per capita income and financial development escalate it. However, only energy regulations and human capital help reduce carbon intensity in the short term. In the nonlinear models, the positive shock in environmental regulations reduces carbon intensity in short and long run. Conversely, the positive shock in energy innovations reduces carbon intensity in the long run. Negative shocks in energy regulations and innovations have a statistically insignificant impact on carbon intensity in both the short and long term. In addition, per capita income and financial development only increase carbon intensity in the long run, while human capital reduces carbon intensity in the short run. These findings advocate for implementing heavy energy taxes on firms and industries that rely heavily on fossil fuels. Increasing investment in green energy innovations is the need of the hour in lowering carbon intensity in China.

Suggested Citation

  • Feng Yanzhe & Sana Ullah, 2025. "Energy regulation, energy innovation, and carbon intensity nexus in China: A nonlinear perspective," Energy & Environment, , vol. 36(2), pages 936-957, March.
  • Handle: RePEc:sae:engenv:v:36:y:2025:i:2:p:936-957
    DOI: 10.1177/0958305X231188745
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/0958305X231188745
    Download Restriction: no

    File URL: https://libkey.io/10.1177/0958305X231188745?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Yang, Lian & Tai, Nengling & Fan, Chunju & Meng, Yuanye, 2016. "Energy regulating and fluctuation stabilizing by air source heat pump and battery energy storage system in microgrid," Renewable Energy, Elsevier, vol. 95(C), pages 202-212.
    2. Yu, Chin-Hsien & Wu, Xiuqin & Zhang, Dayong & Chen, Shi & Zhao, Jinsong, 2021. "Demand for green finance: Resolving financing constraints on green innovation in China," Energy Policy, Elsevier, vol. 153(C).
    3. Zhang, Wen-Wen & Xu, Shi-Chun & Sharp, Basil, 2019. "Do CO2 emissions impact energy use? An assessment of China evidence from 1953 to 2017," China Economic Review, Elsevier, vol. 57(C).
    4. Kuik, Onno & Branger, Frédéric & Quirion, Philippe, 2019. "Competitive advantage in the renewable energy industry: Evidence from a gravity model," Renewable Energy, Elsevier, vol. 131(C), pages 472-481.
    5. Popp, David, 2019. "Environmental Policy and Innovation: A Decade of Research," International Review of Environmental and Resource Economics, now publishers, vol. 13(3-4), pages 265-337, September.
    6. Zafar, Muhammad Wasif & Zaidi, Syed Anees Haider & Mansoor, Sadia & Sinha, Avik & Qin, Quande, 2022. "ICT and education as determinants of environmental quality: The role of financial development in selected Asian countries," Technological Forecasting and Social Change, Elsevier, vol. 177(C).
    7. Nicolli, Francesco & Vona, Francesco, 2019. "Energy market liberalization and renewable energy policies in OECD countries," Energy Policy, Elsevier, vol. 128(C), pages 853-867.
    8. Ahmed, Zahoor & Asghar, Muhammad Mansoor & Malik, Muhammad Nasir & Nawaz, Kishwar, 2020. "Moving towards a sustainable environment: The dynamic linkage between natural resources, human capital, urbanization, economic growth, and ecological footprint in China," Resources Policy, Elsevier, vol. 67(C).
    9. Zahoor Ahmed & Muhammad Mansoor Asghar & Muhammad Nasir Malik & Kishwar Nawaz, 2020. "Moving towards a sustainable environment: The dynamic linkage between natural resources, human capital, urbanization, economic growth, and ecological footprint in China," Post-Print hal-03557938, HAL.
    10. Gene M. Grossman & Alan B. Krueger, 1995. "Economic Growth and the Environment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 353-377.
    11. Pan, Xiongfeng & Ai, Bowei & Li, Changyu & Pan, Xianyou & Yan, Yaobo, 2019. "Dynamic relationship among environmental regulation, technological innovation and energy efficiency based on large scale provincial panel data in China," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 428-435.
    12. Linlin Liu & Hong Wu & Muhammad Hafeez & Mohamed Shikh Abubaker Albaity & Sana Ullah, 2023. "Carbon neutrality through supply chain performance: does green innovation matter in Asia?," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 36(3), pages 2149588-214, December.
    13. Zhao, Zhen-Yu & Zuo, Jian & Fan, Lei-Lei & Zillante, George, 2011. "Impacts of renewable energy regulations on the structure of power generation in China – A critical analysis," Renewable Energy, Elsevier, vol. 36(1), pages 24-30.
    14. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    15. Bianco, Vincenzo & Cascetta, Furio & Marino, Alfonso & Nardini, Sergio, 2019. "Understanding energy consumption and carbon emissions in Europe: A focus on inequality issues," Energy, Elsevier, vol. 170(C), pages 120-130.
    16. Adam B. Jaffe & Karen Palmer, 1997. "Environmental Regulation And Innovation: A Panel Data Study," The Review of Economics and Statistics, MIT Press, vol. 79(4), pages 610-619, November.
    17. Johnstone, Nick & Managi, Shunsuke & Rodríguez, Miguel Cárdenas & Haščič, Ivan & Fujii, Hidemichi & Souchier, Martin, 2017. "Environmental policy design, innovation and efficiency gains in electricity generation," Energy Economics, Elsevier, vol. 63(C), pages 106-115.
    18. Baumol,William J. & Oates,Wallace E., 1988. "The Theory of Environmental Policy," Cambridge Books, Cambridge University Press, number 9780521322249, Enero-Abr.
    19. David Popp, 2019. "Environmental Policy and Innovation: A Decade of Research," NBER Working Papers 25631, National Bureau of Economic Research, Inc.
    20. Guangzhu Zhou & Hongping Li & Ilhan Ozturk & Sana Ullah, 2022. "Shocks in agricultural productivity and CO2 emissions: new environmental challenges for China in the green economy," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 35(1), pages 5790-5806, December.
    21. Wu, Haitao & Xu, Lina & Ren, Siyu & Hao, Yu & Yan, Guoyao, 2020. "How do energy consumption and environmental regulation affect carbon emissions in China? New evidence from a dynamic threshold panel model," Resources Policy, Elsevier, vol. 67(C).
    22. Liu, Jiaguo & Li, Sujuan & Ji, Qiang, 2021. "Regional differences and driving factors analysis of carbon emission intensity from transport sector in China," Energy, Elsevier, vol. 224(C).
    23. Iwaro, Joseph & Mwasha, Abraham, 2010. "A review of building energy regulation and policy for energy conservation in developing countries," Energy Policy, Elsevier, vol. 38(12), pages 7744-7755, December.
    24. Chien, Fengsheng & Ananzeh, Mohammed & Mirza, Farhan & Bakar, Abou & Vu, Hieu Minh & Ngo, Thanh Quang, 2021. "The effects of green growth, environmental-related tax, and eco-innovation towards carbon neutrality target in the US economy," MPRA Paper 109664, University Library of Munich, Germany.
    25. Chan, Lok Shun, 2019. "Investigating the environmental effectiveness of Overall Thermal Transfer Value code and its implication to energy regulation development," Energy Policy, Elsevier, vol. 130(C), pages 172-180.
    26. Usman, Ahmed & Ozturk, Ilhan & Ullah, Sana & Hassan, Ali, 2021. "Does ICT have symmetric or asymmetric effects on CO2 emissions? Evidence from selected Asian economies," Technology in Society, Elsevier, vol. 67(C).
    27. Defeuilley, Christophe, 2019. "Energy transition and the future(s) of the electricity sector," Utilities Policy, Elsevier, vol. 57(C), pages 97-105.
    28. Acheampong, Alex O., 2019. "Modelling for insight: Does financial development improve environmental quality?," Energy Economics, Elsevier, vol. 83(C), pages 156-179.
    29. Xushi Wei & Haiping Ren & Sana Ullah & Cuma Bozkurt, 2023. "Does environmental entrepreneurship play a role in sustainable green development? Evidence from emerging Asian economies," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 36(1), pages 73-85, January.
    30. Hong Li & Jing Wang & Shuai Wang, 2022. "The Impact of Energy Tax on Carbon Emission Mitigation: An Integrated Analysis Using CGE and SDA," Sustainability, MDPI, vol. 14(3), pages 1-32, January.
    31. Kaygusuz, Kamil, 2009. "Energy and environmental issues relating to greenhouse gas emissions for sustainable development in Turkey," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(1), pages 253-270, January.
    32. 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.
    33. David Popp, 2019. "Environmental policy and innovation: a decade of research," CESifo Working Paper Series 7544, CESifo.
    34. Yi, Ming & Wang, Yiqian & Sheng, Mingyue & Sharp, Basil & Zhang, Yao, 2020. "Effects of heterogeneous technological progress on haze pollution: Evidence from China," Ecological Economics, Elsevier, vol. 169(C).
    35. Babur Wasim Arif & Sana Ullah, 2021. "From subcontractors to company owners: modeling firm-type choices in industrial clusters," Journal of Global Entrepreneurship Research, Springer;UNESCO Chair in Entrepreneurship, vol. 11(1), pages 153-161, December.
    36. Dinda, Soumyananda, 2004. "Environmental Kuznets Curve Hypothesis: A Survey," Ecological Economics, Elsevier, vol. 49(4), pages 431-455, August.
    37. Fang, Wei & Liu, Zhen & Surya Putra, Ahmad Romadhoni, 2022. "Role of research and development in green economic growth through renewable energy development: Empirical evidence from South Asia," Renewable Energy, Elsevier, vol. 194(C), pages 1142-1152.
    38. Wenhao Qi & Wei Xu & Xiulin Qi & Meng Sun, 2023. "Can Environmental Protection Behavior Enhance Farmers' Subjective Well-Being?," Journal of Happiness Studies, Springer, vol. 24(2), pages 505-528, February.
    39. Liu, Junxia, 2019. "China's renewable energy law and policy: A critical review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 99(C), pages 212-219.
    40. Saint Akadiri, Seyi & Alola, Andrew Adewale & Akadiri, Ada Chigozie & Alola, Uju Violet, 2019. "Renewable energy consumption in EU-28 countries: Policy toward pollution mitigation and economic sustainability," Energy Policy, Elsevier, vol. 132(C), pages 803-810.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Zhang, Haowei & Lv, Yang & Zhang, Justin Z. & Fadil, Paul, 2025. "Government science and technology spending and energy efficiency: An inverted U-shaped analysis," Energy Economics, Elsevier, vol. 149(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Javid Ahmad Khan & Sayed Gulzar Ganai & Mudasir Ahmad Sheergujree, 2026. "Fostering Sustainability in India: The Role of Human Capital in Mitigating Ecological Footprint," Global Journal of Emerging Market Economies, Emerging Markets Forum, vol. 18(1), pages 105-124, January.
    2. Michael Peneder & Spyros Arvanitis & Christian Rammer & Tobias Stucki & Martin Wörter, 2022. "Policy instruments and self-reported impacts of the adoption of energy saving technologies in the DACH region," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 49(2), pages 369-404, May.
    3. Romagnoli, Matteo, 2024. "Clean sweep: Electricity liberalization and the direction of technological change in the electricity sector," Research Policy, Elsevier, vol. 53(8).
    4. Batool, Aleeza & Ali, Amjad & Audi, Marc, 2025. "Assessing the Impact of Sustainability Initiatives on Greenhouse Gas Emissions in Sweden and Finland," MPRA Paper 127481, University Library of Munich, Germany.
    5. Zahoor Ahmed & Michael Cary & Sajid Ali & Muntasir Murshed & Hamid Ullah & Haider Mahmood, 2022. "Moving toward a green revolution in Japan: Symmetric and asymmetric relationships among clean energy technology development investments, economic growth, and CO2 emissions," Energy & Environment, , vol. 33(7), pages 1417-1440, November.
    6. Emrah Kocak & Hayriye Hilal Baglitas, 2022. "The path to sustainable municipal solid waste management: Do human development, energy efficiency, and income inequality matter?," Sustainable Development, John Wiley & Sons, Ltd., vol. 30(6), pages 1947-1962, December.
    7. Grafström, Jonas & Poudineh, Rahmat, 2023. "No evidence of counteracting policy effects on European solar power invention and diffusion," Energy Policy, Elsevier, vol. 172(C).
    8. Obadiah Ibrahim Damak & Hasan Güngör, 2023. "Globalization and energy consumption's effect on Japan's ecological imprint: Implications for environmental sustainability," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(5), pages 3881-3895, October.
    9. Malayaranjan Sahoo & Narayan Sethi, 2022. "The dynamic impact of urbanization, structural transformation, and technological innovation on ecological footprint and PM2.5: evidence from newly industrialized countries," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(3), pages 4244-4277, March.
    10. Hugo Gaspar Hernandez-Palma & Dairo J. Novoa & Jorge Enrique Taboada à lvarez, 2024. "New Trends in Green Projects Aimed at Clean Energy: An Analysis of the Scientific Literature," International Journal of Energy Economics and Policy, Econjournals, vol. 14(6), pages 278-286, November.
    11. Huaide Wen & Jun Dai, 2021. "The Change of Sources of Growth and Sustainable Development in China: Based on the Extended EKC Explanation," Sustainability, MDPI, vol. 13(5), pages 1-19, March.
    12. Khan, Yasir & Hassan, Taimoor & Guiqin, Huang & Nabi, Ghulam, 2023. "Analyzing the impact of natural resources and rule of law on sustainable environment: A proposed policy framework for BRICS economies," Resources Policy, Elsevier, vol. 86(PA).
    13. Samia Zahra & Dilawar Khan & Rakesh Gupta & József Popp & Judit Oláh, 2022. "Assessing the asymmetric impact of physical infrastructure and trade openness on ecological footprint: An empirical evidence from Pakistan," PLOS ONE, Public Library of Science, vol. 17(5), pages 1-22, May.
    14. Hossain, Md. Emran & Islam, Md. Sayemul & Bandyopadhyay, Arunava & Awan, Ashar & Hossain, Mohammad Razib & Rej, Soumen, 2022. "Mexico at the crossroads of natural resource dependence and COP26 pledge: Does technological innovation help?," Resources Policy, Elsevier, vol. 77(C).
    15. Han, Guixin & Cai, Xuesen, 2024. "The linkages among natural resources, sustainable energy technologies and human capital: An evidence from N-11 countries," Resources Policy, Elsevier, vol. 90(C).
    16. Nouira, Ridha & Ben Salem, Leila & Saafi, Sami & Rault, Christophe, 2025. "Renewable energy consumption and international trade: Does climate policy stringency matter?," Energy Policy, Elsevier, vol. 206(C).
    17. Antonio Musolesi & Davide Golinelli & Massimiliano Mazzanti, 2025. "Modelling green knowledge production and environmental policies with semiparametric panel data regression models," Empirical Economics, Springer, vol. 68(1), pages 327-352, January.
    18. Danish, & Ulucak, Recep, 2022. "Analyzing energy innovation-emissions nexus in China: A novel dynamic simulation method," Energy, Elsevier, vol. 244(PB).
    19. Liu, Hongxun & Gao, Jinfeng & Tian, Peng & Ma, Xiaoming & Meng, Guanfei & Yang, Jingnan & Li, Zhi, 2023. "The impact of environmental regulation on productivity with co-production of goods and bads," Energy Economics, Elsevier, vol. 125(C).
    20. Zheng, Ye & Tarczyński, Waldemar & Jamróz, Paweł & Ali Raza, Syed & Tiwari, Sunil, 2024. "Impacts of mineral resources, economic growth and energy consumption on environmental sustainability: Novel findings from global south region," Resources Policy, Elsevier, vol. 92(C).

    More about this item

    Keywords

    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:sae:engenv:v:36:y:2025:i:2:p:936-957. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: SAGE Publications (email available below). General contact details of provider: .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.