IDEAS home Printed from https://ideas.repec.org/a/eee/jrpoli/v85y2023ipas0301420723007304.html
   My bibliography  Save this article

Natural resource saving effects of data factor marketization: Implications for green recovery

Author

Listed:
  • Wang, Dingqing
  • Liao, Hongwei
  • Liu, Aiguo
  • Li, Dongdong

Abstract

Using the resource-saving effect of digital factors to improve the efficiency of using natural resources, especially energy, is vital for achieving a green recovery. This study, taking the construction of China's big data platform and data exchange as an example, analyzes the resource-saving effect of data factor marketization by using the multi-period double-difference model, the KHB mediating effect model, and the quantile review model. It explores how the data factor market affects enterprises’ energy efficiency, considering data from 2011 to 2019. The findings confirm that the establishment of data factor markets enhances enterprise energy efficiency, while its effect has multidimensional heterogeneity. In addition, this natural resource-saving effect gradually increases as energy efficiency improves. The effect results from micro-level green innovation and macro-level market enhancement. Based on the findings, the study recommends that steadily promoting data marketization could enhance enterprise energy efficiency, leading to a green recovery for the economy.

Suggested Citation

  • Wang, Dingqing & Liao, Hongwei & Liu, Aiguo & Li, Dongdong, 2023. "Natural resource saving effects of data factor marketization: Implications for green recovery," Resources Policy, Elsevier, vol. 85(PA).
  • Handle: RePEc:eee:jrpoli:v:85:y:2023:i:pa:s0301420723007304
    DOI: 10.1016/j.resourpol.2023.104019
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0301420723007304
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.resourpol.2023.104019?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Jonek-Kowalska, Izabela, 2022. "Towards the reduction of CO2 emissions. Paths of pro-ecological transformation of energy mixes in European countries with an above-average share of coal in energy consumption," Resources Policy, Elsevier, vol. 77(C).
    2. Raj Chetty & Adam Looney & Kory Kroft, 2009. "Salience and Taxation: Theory and Evidence," American Economic Review, American Economic Association, vol. 99(4), pages 1145-1177, September.
    3. Liu, Haomin & Zhang, Zaixu & Zhang, Tao & Wang, Liyang, 2020. "Revisiting China’s provincial energy efficiency and its influencing factors," Energy, Elsevier, vol. 208(C).
    4. Ren, Siyu & Hao, Yu & Wu, Haitao, 2022. "The role of outward foreign direct investment (OFDI) on green total factor energy efficiency: Does institutional quality matters? Evidence from China," Resources Policy, Elsevier, vol. 76(C).
    5. Fahmy, Hany, 2022. "Clean energy deserves to be an asset class: A volatility-reward analysis," Economic Modelling, Elsevier, vol. 106(C).
    6. Shi Dan, 2007. "Regional Differences in China's Energy Efficiency and Conservation Potentials," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 15(1), pages 96-115, January.
    7. Arent, Douglas J. & Wise, Alison & Gelman, Rachel, 2011. "The status and prospects of renewable energy for combating global warming," Energy Economics, Elsevier, vol. 33(4), pages 584-593, July.
    8. Yang, Siying & Wang, Wenzhi & Ding, Tao, 2023. "Intelligent transformation and sustainable innovation capability: Evidence from China," Finance Research Letters, Elsevier, vol. 55(PB).
    9. Weiping Li & Xiaoqi Chen & Tao Yuan, 2023. "Green credit policy and corporate cash holdings: Evidence from China," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 63(S2), pages 2875-2903, June.
    10. Jiang, Xuemei & Zhu, Kunfu & Green, Christopher, 2015. "China's energy saving potential from the perspective of energy efficiency advantages of foreign-invested enterprises," Energy Economics, Elsevier, vol. 49(C), pages 104-112.
    11. Philippe Aghion & Benjamin F. Jones & Charles I. Jones, 2018. "Artificial Intelligence and Economic Growth," NBER Chapters, in: The Economics of Artificial Intelligence: An Agenda, pages 237-282, National Bureau of Economic Research, Inc.
    12. Ma, Dan & Zhu, Qing, 2022. "Innovation in emerging economies: Research on the digital economy driving high-quality green development," Journal of Business Research, Elsevier, vol. 145(C), pages 801-813.
    13. Taghizadeh-Hesary, Farhad & Phoumin, Han & Rasoulinezhad, Ehsan, 2022. "COVID-19 and regional solutions for mitigating the risk of SME finance in selected ASEAN member states," Economic Analysis and Policy, Elsevier, vol. 74(C), pages 506-525.
    14. Paramati, Sudharshan Reddy & Shahzad, Umer & Doğan, Buhari, 2022. "The role of environmental technology for energy demand and energy efficiency: Evidence from OECD countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 153(C).
    15. Ulrich Kohler & Kristian Bernt Karlson & Anders Holm, 2011. "Comparing coefficients of nested nonlinear probability models," Stata Journal, StataCorp LP, vol. 11(3), pages 420-438, September.
    16. Xiwen Yin & Dingqing Wang & Jingjing Lu & Lei Liu, 2023. "Does green credit policy promote corporate green innovation? Evidence from China," Economic Change and Restructuring, Springer, vol. 56(5), pages 3187-3215, October.
    17. Zhang, Xiliang & Karplus, Valerie J. & Qi, Tianyu & Zhang, Da & He, Jiankun, 2016. "Carbon emissions in China: How far can new efforts bend the curve?," Energy Economics, Elsevier, vol. 54(C), pages 388-395.
    18. Ulrich Kohler, 2011. "Comparing coefficients between nested nonlinear probability models," German Stata Users' Group Meetings 2011 08, Stata Users Group.
    19. Varghese, Shalet Korattukudy & Veettil, Prakashan Chellattan & Speelman, Stijn & Buysse, Jeroen & Van Huylenbroeck, Guido, 2013. "Estimating the causal effect of water scarcity on the groundwater use efficiency of rice farming in South India," Ecological Economics, Elsevier, vol. 86(C), pages 55-64.
    20. Piao, Zhefan & Miao, Binbin & Zheng, Zihan & Xu, Feng, 2022. "Technological innovation efficiency and its impact factors: An investigation of China's listed energy companies," Energy Economics, Elsevier, vol. 112(C).
    21. Li, Renyu & Ma, Zhongxin & Chen, Xirong, 2020. "Historical market genes, marketization and economic growth in China," Economic Modelling, Elsevier, vol. 86(C), pages 327-333.
    22. Labanca, Nicola & Bertoldi, Paolo, 2018. "Beyond energy efficiency and individual behaviours: policy insights from social practice theories," Energy Policy, Elsevier, vol. 115(C), pages 494-502.
    23. Qu, Chenyao & Shao, Jun & Shi, Zhenkai, 2020. "Does financial agglomeration promote the increase of energy efficiency in China?," Energy Policy, Elsevier, vol. 146(C).
    24. Karplus, Valerie J. & Rausch, Sebastian & Zhang, Da, 2016. "Energy caps: Alternative climate policy instruments for China?," Energy Economics, Elsevier, vol. 56(C), pages 422-431.
    25. Owen, Nick A. & Inderwildi, Oliver R. & King, David A., 2010. "The status of conventional world oil reserves--Hype or cause for concern?," Energy Policy, Elsevier, vol. 38(8), pages 4743-4749, August.
    26. Held, Benjamin & Rodenhäuser, Dorothee & Diefenbacher, Hans & Zieschank, Roland, 2018. "The National and Regional Welfare Index (NWI/RWI): Redefining Progress in Germany," Ecological Economics, Elsevier, vol. 145(C), pages 391-400.
    27. Wu, Haitao & Hao, Yu & Ren, Siyu & Yang, Xiaodong & Xie, Guo, 2021. "Does internet development improve green total factor energy efficiency? Evidence from China," Energy Policy, Elsevier, vol. 153(C).
    28. Ringel, Marc & Schlomann, Barbara & Krail, Michael & Rohde, Clemens, 2016. "Towards a green economy in Germany? The role of energy efficiency policies," Applied Energy, Elsevier, vol. 179(C), pages 1293-1303.
    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. Wang, Hainan & Liu, Fengshuo, 2024. "Digital finance and enterprise innovation efficiency: Evidence from China," Finance Research Letters, Elsevier, vol. 59(C).
    2. Wu, Qingyang & Li, Shanhong, 2024. "Decarbonization by digits: How data factors drive nonlinear sustainable dynamics in manufacturing," Applied Energy, Elsevier, vol. 374(C).
    3. Sun, Jingjing & Zhai, Chenchen & Dong, Xiaoqi & Li, Chengming & Wang, Zeyu & Li, Dandan & Sun, Yongping, 2023. "How does digital infrastructure break the resource curse of cities? Evidence from a quasi-natural experiment in China," Resources Policy, Elsevier, vol. 86(PA).
    4. Xu, Jingru & Yang, Baochen & Yuan, Chunlai, 2024. "Enhancing natural resource efficiency through digital government: Evidence from the utilization of energy, water, and land resources," Resources Policy, Elsevier, vol. 94(C).
    5. Honghe Li & Xiaotian Du & Xiang-Wu Yan & Ning Xu, 2024. "Digital Transformation and Urban Green Development: Evidence from China’s Data Factor Marketization," Sustainability, MDPI, vol. 16(11), pages 1-21, May.

    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. Zhao, Yueyang & Mao, Jinzhou, 2022. "Energy effects of non-energy policies: Minimum wage standard and enterprise energy efficiency in China," Resources Policy, Elsevier, vol. 79(C).
    2. Lv, Xiaoting & Wu, Ziang, 2024. "The green effect of digital transformation: The impact of digital transformation in fiscal and taxation on regional green development," Economic Analysis and Policy, Elsevier, vol. 81(C), pages 787-800.
    3. Stefanie Sperlich & Frauke-Marie Adler & Johannes Beller & Batoul Safieddine & Juliane Tetzlaff & Fabian Tetzlaff & Siegfried Geyer, 2022. "Getting Better or Getting Worse? A Population-Based Study on Trends in Self-Rated Health among Single Mothers in Germany between 1994 and 2018," IJERPH, MDPI, vol. 19(5), pages 1-13, February.
    4. Ran, Qiying & Yang, Xiaodong & Yan, Hongchuan & Xu, Yang & Cao, Jianhong, 2023. "Natural resource consumption and industrial green transformation: Does the digital economy matter?," Resources Policy, Elsevier, vol. 81(C).
    5. Senhua Huang & Lingming Chen, 2023. "The Impact of the Digital Economy on the Urban Total-Factor Energy Efficiency: Evidence from 275 Cities in China," Sustainability, MDPI, vol. 15(4), pages 1-20, February.
    6. Zimei Liu & Yezhi Ren & Yanlan Mei, 2022. "How Does Internet Use Promote Farmer Entrepreneurship: Evidence from Rural China," Sustainability, MDPI, vol. 14(24), pages 1-15, December.
    7. Xuezhen Xu & Fang Wang & Tao Xu & Sufyan Ullah Khan, 2023. "How Does Capital Endowment Impact Farmers’ Green Production Behavior? Perspectives on Ecological Cognition and Environmental Regulation," Land, MDPI, vol. 12(8), pages 1-27, August.
    8. Mathieu Ichou & Matthew Wallace, 2019. "The Healthy Immigrant Effect: The role of educational selectivity in the good health of migrants," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 40(4), pages 61-94.
    9. Samuel H. Fishman & S. Philip Morgan & Robert A. Hummer, 2018. "Smoking and Variation in the Hispanic Paradox: A Comparison of Low Birthweight Across 33 US States," Population Research and Policy Review, Springer;Southern Demographic Association (SDA), vol. 37(5), pages 795-824, October.
    10. Taqdees Fatima & Bingxiang Li & Shahab Alam Malik & Dan Zhang, 2023. "The Spatial Effect of Industrial Intelligence on High-Quality Green Development of Industry under Environmental Regulations and Low Carbon Intensity," Sustainability, MDPI, vol. 15(3), pages 1-17, January.
    11. Zajacova, Anna & Montez, Jennifer Karas, 2018. "Explaining the increasing disability prevalence among mid-life US adults, 2002 to 2016," Social Science & Medicine, Elsevier, vol. 211(C), pages 1-8.
    12. Jakob, Martina & Combet, Benita, 2020. "Educational aspirations and decision-making in a context of poverty. A test of rational choice models in El Salvador," SocArXiv w9bkq, Center for Open Science.
    13. Haikuo Zhang & Chaobo Zhou, 2023. "Construction of the Pilot Free Trade Zone and Chinese Green Total Factor Energy Efficiency," Sustainability, MDPI, vol. 15(12), pages 1-13, June.
    14. Mas Ayu Said & Govindamal Thangiah & Hazreen Abdul Majid & Rozmi Ismail & Tan Maw Pin & Hussein Rizal & Mohd Azlan Shah Zaidi & Daniel Reidpath & Tin Tin Su, 2022. "Income Disparity and Mental Wellbeing among Adults in Semi-Urban and Rural Areas in Malaysia: The Mediating Role of Social Capital," IJERPH, MDPI, vol. 19(11), pages 1-16, May.
    15. Myrskylä, Mikko & Elo, Irma T. & Kohler, Iliana V. & Martikainen, Pekka, 2014. "The association between advanced maternal and paternal ages and increased adult mortality is explained by early parental loss," Social Science & Medicine, Elsevier, vol. 119(C), pages 215-223.
    16. Watson, Barry & Kong, Nancy & Phipps, Shelley, 2022. "Dreaming of a Brighter Future? The Impact of Economic Vulnerability on University Aspirations," IZA Discussion Papers 15539, Institute of Labor Economics (IZA).
    17. Thomas Bøker Lund & Sara Vincentzen Kondrup & Peter Sandøe, 2019. "A multidimensional measure of animal ethics orientation – Developed and applied to a representative sample of the Danish public," PLOS ONE, Public Library of Science, vol. 14(2), pages 1-24, February.
    18. Li, Fanlue & He, Ke & Wang, Yuejie & Zhang, Junbiao, 2021. "Does Indoor Air Pollution from Solid Fuels Influence the Mental Health of Rural Residents? Evidence from China," 2021 Conference, August 17-31, 2021, Virtual 315024, International Association of Agricultural Economists.
    19. Gottlieb, Aaron & Wilson, Robert, 2019. "The effect of direct and vicarious police contact on the educational achievement of urban teens," Children and Youth Services Review, Elsevier, vol. 103(C), pages 190-199.
    20. Hee Sun Kim & Janet H. Lawrence, 2021. "Who Studies Abroad? Understanding the Impact of Intent on Participation," Research in Higher Education, Springer;Association for Institutional Research, vol. 62(7), pages 1039-1085, November.

    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:eee:jrpoli:v:85:y:2023:i:pa:s0301420723007304. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/30467 .

    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.