IDEAS home Printed from https://ideas.repec.org/a/eee/reveco/v102y2025ics1059056025002916.html

Price distortion on market resource allocation efficiency: A DID analysis based on national-level big data comprehensive pilot zones

Author

Listed:
  • Song, Weijiang
  • Zhao, Mengyang
  • Yu, Juan

Abstract

This study employs panel data from 284 cities in China from 2014 to 2020 and applies a two-way fixed effects model. The results confirm that price distortion significantly hinder the efficiency of resource allocation. A difference-in-differences (DID) analysis of the implementation of national big data comprehensive experimental zones reveals that the establishment of these zones effectively mitigated the inefficiencies in resource allocation caused by price distortion. Furthermore, heterogeneity analysis shows that the role of the price mechanism in improving resource allocation efficiency is particularly pronounced in central and eastern regions. Further analysis finds that price distortion primarily lead to inefficiencies through government intervention, market monopolies, and information asymmetry. Meanwhile, technological support help reduce the marginal effects of resource misallocation. Which highlights the role of policy interventions and technological innovation in correcting market failures and enhancing economic efficiency, providing empirical support for relevant policy making.

Suggested Citation

  • Song, Weijiang & Zhao, Mengyang & Yu, Juan, 2025. "Price distortion on market resource allocation efficiency: A DID analysis based on national-level big data comprehensive pilot zones," International Review of Economics & Finance, Elsevier, vol. 102(C).
  • Handle: RePEc:eee:reveco:v:102:y:2025:i:c:s1059056025002916
    DOI: 10.1016/j.iref.2025.104128
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1059056025002916
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.iref.2025.104128?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Keyi Ju & Qunwei Wang & Lifan Liu & Dequn Zhou, 2019. "Measurement of the Price Distortion Degree for Exhaustible Energy Resources in China: A Discount Rate Perspective," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 55(12), pages 2718-2737, September.
    2. Zhang, Yiren & Ran, Congjing, 2023. "Effect of digital economy on air pollution in China? New evidence from the “National Big Data Comprehensive Pilot Area” policy," Economic Analysis and Policy, Elsevier, vol. 79(C), pages 986-1004.
    3. Feng, Yuan & Chen, Zhi & Nie, Changfei, 2023. "The effect of broadband infrastructure construction on urban green innovation: Evidence from a quasi-natural experiment in China," Economic Analysis and Policy, Elsevier, vol. 77(C), pages 581-598.
    4. GONG, Xingyu & YU, Jintao & LUO, Xi, 2024. "Will the establishment of city commercial banks improve resource allocation efficiency?–Concurrently on bank risk-taking channels of monetary policy in China," Economic Analysis and Policy, Elsevier, vol. 81(C), pages 1513-1526.
    5. Ataullah, Ali & Le, Hang & Wang, Zilong & Wood, Geoffrey, 2022. "Corporate diversification and downsizing decisions: International evidence from sharp and sudden performance shocks," International Review of Financial Analysis, Elsevier, vol. 82(C).
    6. Liu, Shasha & Yin, Shanshan & Yin, Chuan & Sheng, Yan, 2021. "Does the price of natural resources affect firms’ total factor productivity? Evidence from a natural experiment in China," Economic Analysis and Policy, Elsevier, vol. 70(C), pages 37-50.
    7. Yang, Mian & Yang, Fuxia & Sun, Chuanwang, 2018. "Factor market distortion correction, resource reallocation and potential productivity gains: An empirical study on China's heavy industry sector," Energy Economics, Elsevier, vol. 69(C), pages 270-279.
    8. Ouyang, Xiaoling & Sun, Chuanwang, 2015. "Energy savings potential in China's industrial sector: From the perspectives of factor price distortion and allocative inefficiency," Energy Economics, Elsevier, vol. 48(C), pages 117-126.
    9. Da Huo & Rihui Ouyang & Aidi Tang & Wenjia Gu & Zhongyuan Liu, 2024. "New growth in cross-border E-business: evidence from gray forecasting to cross-border E-business in China," Journal of Internet and Digital Economics, Emerald Group Publishing Limited, vol. 4(1), pages 12-29, April.
    10. Jiang, Weijie & Li, Jiaye, 2024. "Digital transformation and its effect on resource allocation efficiency and productivity in Chinese corporations," Technology in Society, Elsevier, vol. 78(C).
    11. Rojas Cama, Freddy A. & Emara, Noha, 2022. "Financial inclusion and gross capital formation: A sectoral analysis approach for the MENA region and EMs," International Review of Financial Analysis, Elsevier, vol. 79(C).
    12. Huo, Da & Zhang, Xiaotao & Qiao, Li & Tang, Aidi & Wang, Yunhan, 2024. "Live streaming economy and green consumer behavior of farming products: A psycholinguistic forecasting by using social computation," Technological Forecasting and Social Change, Elsevier, vol. 205(C).
    13. Zheng, Panpan & Li, Zhen & Zhuang, Ziyin, 2023. "The impact of judicial protection of intellectual property on digital innovation: Evidence from China," Finance Research Letters, Elsevier, vol. 58(PA).
    14. Thomas C. Chiang, 2021. "Geopolitical risk, economic policy uncertainty and asset returns in Chinese financial markets," China Finance Review International, Emerald Group Publishing Limited, vol. 11(4), pages 474-501, March.
    15. Huadong Zhou & Yichuan Wang & Lingling Gao & Huaqing Wu, 2020. "How Housing Price Fluctuation Affects Resource Allocation: Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 56(13), pages 3084-3094, October.
    16. Smales, Lee A., 2020. "Examining the relationship between policy uncertainty and market uncertainty across the G7," International Review of Financial Analysis, Elsevier, vol. 71(C).
    17. Hong, Xianna & Chen, Qiuhua & Wang, Nan, 2024. "The impact of digital inclusive finance on the agricultural factor mismatch of agriculture-related enterprises," Finance Research Letters, Elsevier, vol. 59(C).
    18. Xu, Meng & Yang, Zhonghai & Lin, Yu-En & Li, Gaobo, 2024. "Maturity mismatched investment, digital financial inclusion, and digital orientation: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 91(C).
    19. Zhang, Weike & Luo, Qian & Zhang, Yufeng & Yu, Ao, 2023. "Does green credit policy matter for corporate exploratory innovation? Evidence from Chinese enterprises," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 820-834.
    20. Razzaq, Asif & Sharif, Arshian & Yang, Xiaodong & Dogan, Eyup, 2024. "Influence mechanism of electricity price distortion on industrial green transformation: A spatial analysis of Chinese regions," Energy Economics, Elsevier, vol. 130(C).
    21. Dieci, Roberto & Gardini, Laura & Westerhoff, Frank, 2022. "On the destabilizing nature of capital gains taxes," International Review of Financial Analysis, Elsevier, vol. 83(C).
    22. Cheng, Hua & Wang, Ziqi & Peng, Dan & Kong, Qunxi, 2020. "Firm’s outward foreign direct investment and efficiency loss of factor price distortion: Evidence from Chinese firms," International Review of Economics & Finance, Elsevier, vol. 67(C), pages 176-188.
    23. Bai, Hengrui & Wu, Yiming & Wang, Ruiqian, 2023. "Does digital financial inclusion lead to regional differences in trade credit financing?: A quasi-natural experiment," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 1475-1489.
    24. He, Feng & Ma, Feng & Wang, Ziwei & Yang, Bohan, 2021. "Asymmetric volatility spillover between oil-importing and oil-exporting countries' economic policy uncertainty and China's energy sector," International Review of Financial Analysis, Elsevier, vol. 75(C).
    25. Helian Xu & Moga Tano Jilenga & Yuping Deng, 2019. "Institutional Quality, Resource Endowment, and Economic Growth: Evidence from Cross-Country Data," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 55(8), pages 1754-1775, June.
    26. Sun, Kege & Wu, Libo, 2020. "Efficiency distortion of the power generation sector under the dual regulation of price and quantity in China," Energy Economics, Elsevier, vol. 86(C).
    27. Hao, Yu & Gai, Zhiqiang & Wu, Haitao, 2020. "How do resource misallocation and government corruption affect green total factor energy efficiency? Evidence from China," Energy Policy, Elsevier, vol. 143(C).
    28. Hongling Guo & Keping Wu, 2020. "Does opening high-speed railways affect the cost of debt financing? A quasi-natural experiment," China Finance Review International, Emerald Group Publishing Limited, vol. 10(4), pages 473-496, May.
    29. Sunyang Hu & Yifeng Wang, 2023. "Quality of Financial Information Disclosure and Efficiency of Resource Allocation Under Dual-Track System: Empirical Evidence of Registration System Reform in China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 59(11), pages 3438-3467, September.
    30. Hong, Yun & Zhang, Rushan & Zhang, Feipeng, 2024. "Time-varying causality impact of economic policy uncertainty on stock market returns: Global evidence from developed and emerging countries," International Review of Financial Analysis, Elsevier, vol. 91(C).
    31. Zhang, Han & Li, Yuan & Xiao, Chenlei & Wang, Xiaoyan, 2024. "Can the deregulation of market access reduce the cost of corporate debt financing: A quasinatural experiment based on the “negative list for market access” pilot project," International Review of Financial Analysis, Elsevier, vol. 91(C).
    32. Li, Cong & Liu, Jiaxuan & Liu, Yuwei & Wang, Xiaoyu, 2023. "Can digitalization empowerment improve the efficiency of corporate capital allocation? —Evidence from China," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 1794-1810.
    33. Yang, Mian & Hong, Yili & Yang, Fuxia, 2022. "The effects of Mandatory Energy Efficiency Policy on resource allocation efficiency: Evidence from Chinese industrial sector," Economic Analysis and Policy, Elsevier, vol. 73(C), pages 513-524.
    34. You, Chen & Cifuentes-Faura, Javier & Liu, Xiaoqian & Wu, Jinqun, 2024. "Can the government environmental vertical reform reduce air pollution? A quasi-natural experiment in China," Economic Analysis and Policy, Elsevier, vol. 81(C), pages 947-963.
    35. He, Weijun & Li, Wanyu & Wang, Chun & Wang, Siyuan & Yang, Yuantao, 2024. "Does energy resource misallocation affect energy utilization efficiency? Evidence from Chinese provincial panel data," Energy, Elsevier, vol. 288(C).
    36. Adams, Samuel & Adedoyin, Festus & Olaniran, Eniola & Bekun, Festus Victor, 2020. "Energy consumption, economic policy uncertainty and carbon emissions; causality evidence from resource rich economies," Economic Analysis and Policy, Elsevier, vol. 68(C), pages 179-190.
    37. Huadong Zhou & Yichuan Wang & Lingling Gao & Huaqing Wu, 2020. "How Housing Price Fluctuation Affects Resource Allocation: Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 56(13), pages 3084-3094, October.
    38. Kong, Qunxi & Chen, Afei & Wong, Zoey & Peng, Dan, 2021. "Factor price distortion, efficiency loss and enterprises' outward foreign direct investment," International Review of Financial Analysis, Elsevier, vol. 78(C).
    39. Kong, Qunxi & Peng, Dan & Ruijia, Zhang & Wong, Zoey, 2021. "Resource misallocation, production efficiency and outward foreign direct investment decisions of Chinese enterprises," Research in International Business and Finance, Elsevier, vol. 55(C).
    40. Tian, Ye & Zhao, Mengyang, 2025. "Does managerial climate risk perception improve environmental, social and governance (ESG) performance? Evidence from China," International Review of Financial Analysis, Elsevier, vol. 102(C).
    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. Qingliang Zhao & Hongding Li & Xiao Liu & Yiduo Wang, 2025. "A Hybrid Model of Multi-Head Attention Enhanced BiLSTM, ARIMA, and XGBoost for Stock Price Forecasting Based on Wavelet Denoising," Mathematics, MDPI, vol. 13(16), pages 1-21, August.

    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. Jia, Xiaofei & Zhang, Naiqian & Tong, Tong & Li, Yongna & Han, Ruixue, 2025. "Social networks, financial knowledge, and urban–rural family entrepreneurship," Finance Research Letters, Elsevier, vol. 76(C).
    2. Tao, Zhang & Huang, Xiao Yue & Dang, Yi Jing & Qiao, Sen, 2022. "The impact of factor market distortions on profit sustainable growth of Chinese renewable energy enterprises: The moderating effect of environmental regulation," Renewable Energy, Elsevier, vol. 200(C), pages 1068-1080.
    3. Zhang, Shangfeng & Chen, Congcong & Huang, Duen-Huang & Hu, Lang, 2022. "Measurement of factor price distortion: A new production function method with time-varying elasticity," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    4. Meixia Wang & Yunxia Wang, 2024. "Does Factor Market Distortion Inhibit Enterprise Innovation? Empirical Evidence from Chinese Industrial Enterprises," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(3), pages 12830-12853, September.
    5. Qiao, Sen & Zhao, Dong Hao & Guo, Zi Xin & Tao, Zhang, 2022. "Factor price distortions, environmental regulation and innovation efficiency: An empirical study on China's power enterprises," Energy Policy, Elsevier, vol. 164(C).
    6. Cui, Shuhui & Li, Guangqin & Liu, Jiashu, 2024. "Can the construction of smart cities promote the capital allocation efficiency: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 208(C).
    7. Wu, Haoyue & Yin, Yingkai, 2025. "Data trading platforms and total factor productivity: Insights from biased technical progress," Economic Analysis and Policy, Elsevier, vol. 88(C), pages 377-398.
    8. Ru Sha & Tao Ge & Jinye Li, 2022. "How Energy Price Distortions Affect China’s Economic Growth and Carbon Emissions," Sustainability, MDPI, vol. 14(12), pages 1-27, June.
    9. Xu, Mengmeng & Lin, Boqiang, 2022. "Energy efficiency gains from distortion mitigation: A perspective on the metallurgical industry," Resources Policy, Elsevier, vol. 77(C).
    10. Jiang, Tangyang & Guo, Qimeng & Yu, Jinghan & Jahanger, Atif & Yu, Yang & Li, Xiaolong, 2025. "Spatial mismatch of resources in China under the “dual-carbon” goal: A new perspective incorporating energy and environmental factors," Energy, Elsevier, vol. 320(C).
    11. Cao, Hongjian & Wang, Bizhe & Li, Ke, 2021. "Regulatory policy and misallocation: A new perspective based on the productivity effect of cleaner production standards in China's energy firms," Energy Policy, Elsevier, vol. 152(C).
    12. Sha, Ru & Li, Jinye & Ge, Tao, 2021. "How do price distortions of fossil energy sources affect China's green economic efficiency?," Energy, Elsevier, vol. 232(C).
    13. Qi, Shaozhou & Wang, Xiaowei & Li, Kai, 2026. "Smarter and cleaner energy transition: Exploring how digitalization affects energy efficiency with greening as a moderator," Energy, Elsevier, vol. 342(C).
    14. Xu, Mengmeng & Tan, Ruipeng, 2021. "Removing energy allocation distortion to increase economic output and energy efficiency in China," Energy Policy, Elsevier, vol. 150(C).
    15. Che, Shuai & Tao, Miaomiao & Silva, Emilson & Sheng, Mingyue Selena & Zhao, Congyu & Wang, Jun, 2024. "Financial misallocation and green innovation efficiency: China's firm-level evidence," Energy Economics, Elsevier, vol. 136(C).
    16. Wu, Liangpeng & Xu, Chengzhen & Zhu, Qingyuan & Zhou, Dequn, 2024. "Multiple energy price distortions and improvement of potential energy consumption structure in the energy transition," Applied Energy, Elsevier, vol. 362(C).
    17. 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).
    18. Shah, Asad Abbas & Zha, Donglan, 2025. "Economy-wide estimates of the energy rebound effect in BRICS: The role of environmental regulations and economic policy uncertainty," Energy, Elsevier, vol. 320(C).
    19. Li, Xin & Li, Zheng & Su, Chi-Wei & Umar, Muhammad & Shao, Xuefeng, 2022. "Exploring the asymmetric impact of economic policy uncertainty on China's carbon emissions trading market price: Do different types of uncertainty matter?," Technological Forecasting and Social Change, Elsevier, vol. 178(C).
    20. Tan, Ruipeng & Lin, Boqiang & Liu, Xiying, 2019. "Impacts of eliminating the factor distortions on energy efficiency—A focus on China's secondary industry," Energy, Elsevier, vol. 183(C), pages 693-701.

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    JEL classification:

    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • D47 - Microeconomics - - Market Structure, Pricing, and Design - - - Market Design
    • L51 - Industrial Organization - - Regulation and Industrial Policy - - - Economics of Regulation
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes

    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:eee:reveco:v:102:y:2025:i:c:s1059056025002916. 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/620165 .

    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.