IDEAS home Printed from https://ideas.repec.org/a/gam/jijerp/v19y2022i23p15718-d984546.html
   My bibliography  Save this article

Spatial Spillover Effects of Resource Misallocation on the Green Total Factor Productivity in Chinese Agriculture

Author

Listed:
  • Jiangfeng Hu

    (Chongqing Academy of Social Sciences, Chongqing 400020, China)

  • Xiaofang Zhang

    (Pass College, Chongqing Technology and Business University, Chongqing 401520, China)

  • Tingting Wang

    (Economic Law School, Southwest University of Political Science and Law, Chongqing 401120, China)

Abstract

Continuous resource misallocation not only results in total factor productivity loss but also leads to ecological degradation. Therefore, in the process of changing from extensive growth to intensive growth, Chinese agriculture should pay attention to the problem of resource misallocation. There is currently a lack of relevant research, especially concerning the spatial spillover effects of resource misallocation at the city level. To fill this gap, we employ a spatial panel model for empirical testing on the basis of measuring agricultural green total factor productivity (GTFP) in 306 cities in China from 1996–2017. We found that there is positive spatial autocorrelation in Chinese agricultural GTFP, but it decreases year by year. Misallocation in land, labor, machinery and fertilizer all directly hinder the local GTFP. The eastern is mainly negatively affected by neighbor resource misallocation, while the central and western are mainly negatively affected by local resource misallocation. Finally, the indirect effect of neighbor resource misallocation on GTFP gradually shifts from inhibiting effect to a facilitating effect with increasing spatial distance. These findings have clear policy implications: Chinese government should strengthen agricultural green technology innovation and diffusion, strengthen environmental regulation and promote the free movement of labor between regions and sectors.

Suggested Citation

  • Jiangfeng Hu & Xiaofang Zhang & Tingting Wang, 2022. "Spatial Spillover Effects of Resource Misallocation on the Green Total Factor Productivity in Chinese Agriculture," IJERPH, MDPI, vol. 19(23), pages 1-23, November.
  • Handle: RePEc:gam:jijerp:v:19:y:2022:i:23:p:15718-:d:984546
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1660-4601/19/23/15718/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1660-4601/19/23/15718/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. You, Wanhai & Lv, Zhike, 2018. "Spillover effects of economic globalization on CO2 emissions: A spatial panel approach," Energy Economics, Elsevier, vol. 73(C), pages 248-257.
    2. Diego Restuccia & Richard Rogerson, 2017. "The Causes and Costs of Misallocation," Journal of Economic Perspectives, American Economic Association, vol. 31(3), pages 151-174, Summer.
    3. Wang, Xiang & Shao, Shuai & Li, Ling, 2019. "Agricultural inputs, urbanization, and urban-rural income disparity: Evidence from China," China Economic Review, Elsevier, vol. 55(C), pages 67-84.
    4. Yu Sheng & Xiaohui Tian & Weiqing Qiao & Chao Peng, 2020. "Measuring agricultural total factor productivity in China: pattern and drivers over the period of 1978‐2016," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 64(1), pages 82-103, January.
    5. Xiang, Tao & Malik, Tariq H. & Nielsen, Klaus, 2020. "The impact of population pressure on global fertiliser use intensity, 1970–2011: An analysis of policy-induced mediation," Technological Forecasting and Social Change, Elsevier, vol. 152(C).
    6. Su, Hongwei & Liang, Biming, 2021. "The impact of regional market integration and economic opening up on environmental total factor energy productivity in Chinese provinces," Energy Policy, Elsevier, vol. 148(PA).
    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. Tasso Adamopoulos & Loren Brandt & Jessica Leight & Diego Restuccia, 2022. "Misallocation, Selection, and Productivity: A Quantitative Analysis With Panel Data From China," Econometrica, Econometric Society, vol. 90(3), pages 1261-1282, May.
    9. Brummer, B. & Glauben, T. & Lu, W., 2006. "Policy reform and productivity change in Chinese agriculture: A distance function approach," Journal of Development Economics, Elsevier, vol. 81(1), pages 61-79, October.
    10. Kao, Chihwa, 1999. "Spurious regression and residual-based tests for cointegration in panel data," Journal of Econometrics, Elsevier, vol. 90(1), pages 1-44, May.
    11. Yang, Zhenbing & Shao, Shuai & Fan, Meiting & Yang, Lili, 2021. "Wage distortion and green technological progress: A directed technological progress perspective," Ecological Economics, Elsevier, vol. 181(C).
    12. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    13. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1403-1448.
    14. 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.
    15. Choi, In, 2001. "Unit root tests for panel data," Journal of International Money and Finance, Elsevier, vol. 20(2), pages 249-272, April.
    16. Victoria Shestalova, 2003. "Sequential Malmquist Indices of Productivity Growth: An Application to OECD Industrial Activities," Journal of Productivity Analysis, Springer, vol. 19(2), pages 211-226, April.
    17. Tombe, Trevor & Winter, Jennifer, 2015. "Environmental policy and misallocation: The productivity effect of intensity standards," Journal of Environmental Economics and Management, Elsevier, vol. 72(C), pages 137-163.
    18. Joakim Westerlund, 2005. "New Simple Tests for Panel Cointegration," Econometric Reviews, Taylor & Francis Journals, vol. 24(3), pages 297-316.
    19. Luc Anselin & Raymond J. G. M. Florax, 1995. "New Directions in Spatial Econometrics: Introduction," Advances in Spatial Science, in: Luc Anselin & Raymond J. G. M. Florax (ed.), New Directions in Spatial Econometrics, chapter 1, pages 3-18, Springer.
    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.
    21. Charles I. Jones, 2011. "Misallocation, Economic Growth, and Input-Output Economics," NBER Working Papers 16742, National Bureau of Economic Research, Inc.
    22. Wang, Shuhong & Zhao, Danqing & Chen, Hanxue, 2020. "Government corruption, resource misallocation, and ecological efficiency," Energy Economics, Elsevier, vol. 85(C).
    23. Li, Xuehui & Xu, Yangyang & Yao, Xin, 2021. "Effects of industrial agglomeration on haze pollution: A Chinese city-level study," Energy Policy, Elsevier, vol. 148(PA).
    24. 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).
    25. Xu, Mengmeng & Tan, Ruipeng, 2021. "Removing energy allocation distortion to increase economic output and energy efficiency in China," Energy Policy, Elsevier, vol. 150(C).
    26. Lee, Gwanghoon, 2006. "The effectiveness of international knowledge spillover channels," European Economic Review, Elsevier, vol. 50(8), pages 2075-2088, November.
    27. Ouyang, Xiaoling & Wei, Xiaoyun & Sun, Chuanwang & Du, Gang, 2018. "Impact of factor price distortions on energy efficiency: Evidence from provincial-level panel data in China," Energy Policy, Elsevier, vol. 118(C), pages 573-583.
    28. Zhao, Xiaoxue, 2020. "Land and labor allocation under communal tenure: Theory and evidence from China," Journal of Development Economics, Elsevier, vol. 147(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. Yan Wang & Lingling Zuo & Shujing Qian, 2022. "Green-Biased Technical Change and Its Influencing Factors of Agriculture Industry: Empirical Evidence at the Provincial Level in China," IJERPH, MDPI, vol. 19(23), pages 1-24, December.
    2. Tingting Huang & Jiangfeng Hu & Qinghua Huang, 2023. "Sustainable Development between Demonstration Farm and Agricultural Labor Productivity: Evidence from Family Farms in the Mountainous Area of Western China," Sustainability, MDPI, vol. 15(12), pages 1-20, June.
    3. Yaqing Han & Qiangqiang Wang & Yushui Li, 2023. "Does Financial Resource Misallocation Inhibit the Improvement of Green Development Efficiency? Evidence from China," Sustainability, MDPI, vol. 15(5), pages 1-21, March.
    4. Liu, Zhen & Li, Ruotong & Cai, Renjie & Lan, Jing, 2023. "A nexus of income inequality and natural resource utilization efficiency: Effect on the road to green economic recovery," Resources Policy, Elsevier, vol. 85(PA).
    5. Xuelan Li & Rui Guan, 2023. "How Does Agricultural Mechanization Service Affect Agricultural Green Transformation in China?," IJERPH, MDPI, vol. 20(2), pages 1-23, January.
    6. Feng Ye & Zhongna Yang & Mark Yu & Susan Watson & Ashley Lovell, 2023. "Can Market-Oriented Reform of Agricultural Subsidies Promote the Growth of Agricultural Green Total Factor Productivity? Empirical Evidence from Maize in China," Agriculture, MDPI, vol. 13(2), pages 1-20, January.

    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. Juan Tang & Fangming Qin, 2022. "Analyzing the impact of local government competition on green total factor productivity from the factor market distortion perspective: based on the three stage DEA model," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(12), pages 14298-14326, December.
    2. Chen, Minjie & Heerink, Nico & Zhu, Xueqin & Feng, Shuyi, 2021. "Do Small Farm Sizes Imply Large Resource Misallocation? Evidence from Wheat-Maize Double Cropping Farms in the North China Plain," 2021 Conference, August 17-31, 2021, Virtual 315141, International Association of Agricultural Economists.
    3. 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.
    4. Gao, Kang & Yuan, Yijun, 2022. "Does market-oriented reform make the industrial sector “Greener” in China? Fresh evidence from the perspective of capital-labor-energy market distortions," Energy, Elsevier, vol. 254(PA).
    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. Chun Jiang & Xiaoxin Ma, 2019. "The Impact of Financial Development on Carbon Emissions: A Global Perspective," Sustainability, MDPI, vol. 11(19), pages 1-22, September.
    7. Munawar-Shah, Syed & Abdul-Majid, Mariani & Hussain-Shah, Syed, 2014. "Assessing Fiscal Sustainability for SAARC and IMT-GT Countries," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 5(2), pages 26-40.
    8. Shuai Qin & Hong Chen & Tuyen Thi Tran & Haokun Wang, 2022. "Analysis of the Spatial Effect of Capital Misallocation on Agricultural Output—Taking the Main Grain Producing Areas in Northeast China as an Example," Sustainability, MDPI, vol. 14(10), pages 1-17, May.
    9. Ha, Le Thanh, 2022. "Effects of digitalization on financialization: Empirical evidence from European countries," Technology in Society, Elsevier, vol. 68(C).
    10. Canh Phuc Nguyen & Christophe Schinckus & Thanh Dinh Su, 2020. "The drivers of economic complexity: International evidence from financial development and patents," International Economics, CEPII research center, issue 164, pages 140-150.
    11. Xiaoxin Ma & Qiang Fu, 2020. "The Influence of Financial Development on Energy Consumption: Worldwide Evidence," IJERPH, MDPI, vol. 17(4), pages 1-15, February.
    12. Hajer Dachraoui & Mounir Smida & Maamar Sebri, 2020. "Role of capital flight as a driver of sovereign bond spreads in Latin American countries," International Economics, CEPII research center, issue 162, pages 15-33.
    13. Gharehgozli, Orkideh, 2021. "An empirical comparison between a regression framework and the Synthetic Control Method," The Quarterly Review of Economics and Finance, Elsevier, vol. 81(C), pages 70-81.
    14. In Choi, 2012. "Panel Cointegration," Working Papers 1208, Nam Duck-Woo Economic Research Institute, Sogang University (Former Research Institute for Market Economy).
    15. Le, Thai-Ha & Bui, Manh-Tien & Uddin, Gazi Salah, 2022. "Economic and social impacts of conflict: A cross-country analysis," Economic Modelling, Elsevier, vol. 115(C).
    16. Caravaggio, Nicola, 2020. "A global empirical re-assessment of the Environmental Kuznets curve for deforestation," Forest Policy and Economics, Elsevier, vol. 119(C).
    17. Wang, Bin & Yu, Minxiu & Zhu, Yucheng & Bao, Pinjuan, 2021. "Unveiling the driving factors of carbon emissions from industrial resource allocation in China: A spatial econometric perspective," Energy Policy, Elsevier, vol. 158(C).
    18. 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.
    19. Zhongye Sun & Xin Zhang & Yifei Gao, 2023. "The Impact of Financial Development on Renewable Energy Consumption: A Multidimensional Analysis Based on Global Panel Data," IJERPH, MDPI, vol. 20(4), pages 1-20, February.
    20. Zhang, Jinning & Wang, Jianlong & Yang, Xiaodong & Ren, Siyu & Ran, Qiying & Hao, Yu, 2021. "Does local government competition aggravate haze pollution? A new perspective of factor market distortion," Socio-Economic Planning Sciences, Elsevier, vol. 76(C).

    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:gam:jijerp:v:19:y:2022:i:23:p:15718-:d:984546. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.