IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0278348.html
   My bibliography  Save this article

Regional differences and threshold effects of labor transfer affecting the technical efficiency of China’s agricultural industry: A case study of the apple industry

Author

Listed:
  • Yu Sun
  • Ruijuan Du
  • Xinmin Liu
  • Xiumei Xu

Abstract

Apples, as a typical agricultural product with high added value, play a significant role in increasing farmers’ income and promoting regional economic growth. They have become one of the main ways for farmers to develop agricultural and sideline products in China’s Loess Plateau and Bohai Rim region. Based on panel data for provinces from 2007 to 2020, this study used stochastic frontier analysis to calculate the technical efficiency of apple production in China’s major apple-producing areas and then introduced urbanization rate as the threshold variable. Based on the quantity, quality, and structure of the rural labor force, the threshold model was used to empirically analyze the effect of labor transfer at different stages of urbanization on industrial technical efficiency in the main apple-producing areas. The results showed that labor transfer had an obvious negative effect on apple production. The labor transfer at the national level has had an obvious negative impact on the output of the apple industry, and the impact of labor transfer on the technical efficiency of China’s apple industry is significantly different; that is, the impact of labor outflow on the technical efficiency of apple production is different in different regions. In some areas, the technical efficiency of production in the main apple-producing areas can be significantly improved. Finally, the proportion of the labor force showed significant differences in its effect on technical efficiency in different stages of urbanization.

Suggested Citation

  • Yu Sun & Ruijuan Du & Xinmin Liu & Xiumei Xu, 2023. "Regional differences and threshold effects of labor transfer affecting the technical efficiency of China’s agricultural industry: A case study of the apple industry," PLOS ONE, Public Library of Science, vol. 18(2), pages 1-18, February.
  • Handle: RePEc:plo:pone00:0278348
    DOI: 10.1371/journal.pone.0278348
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0278348
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0278348&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0278348?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. Mohammadreza Ramezani & Arash Dourandish & Tinoush Jamali Jaghdani & Milad Aminizadeh, 2022. "The Influence of Dense Planting System on the Technical Efficiency of Saffron Production and Land Use Sustainability: Empirical Evidence from Gonabad County, Iran," Agriculture, MDPI, vol. 12(1), pages 1-19, January.
    2. Sobia Asghar & Nophea Sasaki & Damien Jourdain & Takuji W. Tsusaka, 2018. "Levels of Technical, Allocative, and Groundwater Use Efficiency and the Factors Affecting the Allocative Efficiency of Wheat Farmers in Pakistan," Sustainability, MDPI, vol. 10(5), pages 1-22, May.
    3. Puyu Feng & Bin Wang & De Li Liu & Hongtao Xing & Fei Ji & Ian Macadam & Hongyan Ruan & Qiang Yu, 2018. "Impacts of rainfall extremes on wheat yield in semi-arid cropping systems in eastern Australia," Climatic Change, Springer, vol. 147(3), pages 555-569, April.
    4. Zhihua Leng & Yana Wang & Xinshuo Hou, 2021. "Structural and Efficiency Effects of Land Transfers on Food Planting: A Comparative Perspective on North and South of China," Sustainability, MDPI, vol. 13(6), pages 1-18, March.
    5. Tougeron, Kévin & Hance, Thierry, 2021. "Impact of the COVID-19 pandemic on apple orchards in Europe," Agricultural Systems, Elsevier, vol. 190(C).
    6. Qiangqiang Zhang & Beibei Yan & Xuexi Huo, 2018. "What Are the Effects of Participation in Production Outsourcing? Evidence from Chinese Apple Farmers," Sustainability, MDPI, vol. 10(12), pages 1-15, November.
    7. Bouali Guesmi & Teresa Serra & Allen Featherstone, 2015. "Technical efficiency of Kansas arable crop farms: a local maximum likelihood approach," Agricultural Economics, International Association of Agricultural Economists, vol. 46(6), pages 703-713, November.
    8. Haiyu Yang & Wencong Cai & Jundi Liu & Xuexi Huo, 2021. "Impact of Internet Information on Apple Growers’ Adaptive Behaviors to Frost Disasters: Theory and Empirical Research from the Perspective of Psychological Perception," Agriculture, MDPI, vol. 11(10), pages 1-17, September.
    9. Ramezani, Mohammadreza & Dourandish, Arash & Jamali Jaghdani, Tinoush & Aminizadeh, Milad, 2022. "The influence of dense planting system on the technical efficiency of saffron production and land use sustainability: Empirical evidence from Gonabad county, Iran," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 12(1).
    10. Krzysztof Piotr Pawłowski & Wawrzyniec Czubak & Jagoda Zmyślona, 2021. "Regional Diversity of Technical Efficiency in Agriculture as a Results of an Overinvestment: A Case Study from Poland," Energies, MDPI, vol. 14(11), pages 1-20, June.
    11. Hongyu Wang & Xiaolei Wang & Apurbo Sarkar & Fuhong Zhang, 2021. "How Capital Endowment and Ecological Cognition Affect Environment-Friendly Technology Adoption: A Case of Apple Farmers of Shandong Province, China," IJERPH, MDPI, vol. 18(14), pages 1-16, July.
    12. Qiangqiang Zhang & Fanji Shi & Nazir Muhammad Abdullahi & Liqun Shao & Xuexi Huo, 2020. "An empirical study on spatial–temporal dynamics and influencing factors of apple production in China," PLOS ONE, Public Library of Science, vol. 15(10), pages 1-20, October.
    13. Shengqin Wu & Degang Yang & Fuqiang Xia & Xinhuan Zhang & Jinwei Huo & Tianyi Cai & Jing Sun, 2022. "The Effect of Labor Reallocation and Economic Growth in China," Sustainability, MDPI, vol. 14(7), pages 1-22, April.
    14. Lu Zhang & Shukui Tan & Chengwu Liu & Siliang Wang, 2018. "Influence of labor transfer on farmland sustainable development: a regional comparison of plain and hilly areas," Quality & Quantity: International Journal of Methodology, Springer, vol. 52(1), pages 431-443, January.
    15. Yu Sun & Yonghua Lu & Zichun Wang & Mingyue Li, 2021. "Production efficiency and change characteristics of China’s apple industry in terms of planting scale," PLOS ONE, Public Library of Science, vol. 16(7), pages 1-15, July.
    16. Guohua Yu & Zheng Lu, 2021. "Rural credit input, labor transfer and urban–rural income gap: evidence from China," China Agricultural Economic Review, Emerald Group Publishing Limited, vol. 13(4), pages 872-893, June.
    17. Guohua Yu & Zheng Lu, 2021. "Rural credit input, labor transfer and urban–rural income gap: evidence from China," China Agricultural Economic Review, Emerald Group Publishing Limited, vol. 13(4), pages 872-893, June.
    Full references (including those not matched with items on IDEAS)

    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. Li, Linfei & Khan, Sufyan Ullah & Guo, Chenhao & Huang, Yanfen & Xia, Xianli, 2022. "Non-agricultural labor transfer, factor allocation and farmland yield: Evidence from the part-time peasants in Loess Plateau region of Northwest China," Land Use Policy, Elsevier, vol. 120(C).
    2. Leonidas Sotirios Kyrgiakos & Georgios Kleftodimos & George Vlontzos & Panos M. Pardalos, 2023. "A systematic literature review of data envelopment analysis implementation in agriculture under the prism of sustainability," Operational Research, Springer, vol. 23(1), pages 1-38, March.
    3. Shipeng Yang & Wanxiang Xu & Yuxuan Xie & Muhammad Tayyab Sohail & Yefang Gong, 2023. "Impact of Natural Hazards on Agricultural Production Decision Making of Peasant Households: On the Basis of the Micro Survey Data of Hunan Province," Sustainability, MDPI, vol. 15(6), pages 1-19, March.
    4. Yu Sun & Ye Deng & Yonghua Lu & Mingyue Li, 2022. "Competitiveness and sustainable development of Chinableapple industry," PLOS ONE, Public Library of Science, vol. 17(6), pages 1-18, June.
    5. Qianhui Ma & Shaofeng Zheng & Peng Deng, 2022. "Impact of Internet Use on Farmers’ Organic Fertilizer Application Behavior under the Climate Change Context: The Role of Social Network," Land, MDPI, vol. 11(9), pages 1-19, September.
    6. Aijun Guo & Xiaoyun Wei & Fanglei Zhong & Penglong Wang & Xiaoyu Song, 2022. "Does Cognition of Resources and the Environment Affect Farmers’ Production Efficiency? Study of Oasis Agriculture in China," Agriculture, MDPI, vol. 12(5), pages 1-18, April.
    7. António Raposo & Fernando Ramos & Dele Raheem & Ariana Saraiva & Conrado Carrascosa, 2021. "Food Safety, Security, Sustainability and Nutrition as Priority Objectives of the Food Sector," IJERPH, MDPI, vol. 18(15), pages 1-4, July.
    8. Vuciterna, Rina & Thomsen, Michael & Popp, Jennie & Musliu, Arben, 2017. "Efficiency and Competitiveness of Kosovo Raspberry Producers," 2017 Annual Meeting, February 4-7, 2017, Mobile, Alabama 252770, Southern Agricultural Economics Association.
    9. Gheorghe Cristian Popescu & Monica Popescu, 2022. "COVID-19 pandemic and agriculture in Romania: effects on agricultural systems, compliance with restrictions and relations with authorities," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 14(2), pages 557-567, April.
    10. Dan Pan & Jinlong Zhou & Yi Yu & Shengdong Chen, 2024. "Rural Collective Property Rights System Reform and Urban-Rural Income Gap: A County-Scale Big Data Analysis in China," SAGE Open, , vol. 14(3), pages 21582440241, August.
    11. Margherita Bernabei & Silvia Colabianchi & Francesco Costantino, 2022. "Actions and Strategies for Coronavirus to Ensure Supply Chain Resilience: A Systemic Review," Sustainability, MDPI, vol. 14(20), pages 1-19, October.
    12. 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.
    13. Lu, Yongquan & Liu, Guilin & Xian, Yuyang & Tang, Jiaqi & Zhong, Liming, 2024. "Climate change brings both opportunities and challenges to rural revitalization in China: Evidence from apple geographical indication predictions," Agricultural Systems, Elsevier, vol. 216(C).
    14. Shanqing Liu & Shaolong Wang & Huwei Wen & Congxian He & Huan Liu, 2024. "Public support policies and entrepreneurship in less-developed areas: a study of China’s revolutionary base areas," Economic Change and Restructuring, Springer, vol. 57(4), pages 1-29, August.
    15. Lindikaya W. Myeki & Nkhanedzeni B. Nengovhela & Livhuwani Mudau & Elvis Nakana & Simphiwe Ngqangweni, 2022. "Estimation of Technical, Allocative, and Economic Efficiencies for Smallholder Broiler Producers in South Africa," Agriculture, MDPI, vol. 12(10), pages 1-14, October.
    16. Imran, Muhammad Ali & Ali, Asghar & Ashfaq, Muhammad & Hassan, Sarfraz & Culas, Richard & Ma, Chunbo, 2019. "Impact of climate smart agriculture (CSA) through sustainable irrigation management on Resource use efficiency: A sustainable production alternative for cotton," Land Use Policy, Elsevier, vol. 88(C).
    17. Cai, Yi & Sun, Yucheng & Qi, Wene & Yi, Famin, 2022. "Impact of smartphone use on production outsourcing: evidence from litchi farming in southern China," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association, vol. 25(4), September.
    18. Muhammad Zakir Abdullah, 2025. "Impact of Climate Change on Paddy Productivity in Malaysia's Granary Areas: A Markov Chain Monte Carlo Analysis ," GATR Journals afr238, Global Academy of Training and Research (GATR) Enterprise.
    19. Tianming Gao & Vasilii Erokhin & Aleksandr Arskiy, 2019. "Dynamic Optimization of Fuel and Logistics Costs as a Tool in Pursuing Economic Sustainability of a Farm," Sustainability, MDPI, vol. 11(19), pages 1-16, October.
    20. Yingzheng Yan & Liupeng Chen & Ziwei Zhou & Yuanzhu Wei, 2025. "Digital financial inclusion and agricultural modernization development in China—a study based on the perspective of agricultural mechanization services," Palgrave Communications, Palgrave Macmillan, vol. 12(1), pages 1-11, December.

    More about this item

    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:plo:pone00:0278348. 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: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    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.