IDEAS home Printed from https://ideas.repec.org/a/wly/agribz/v42y2026i2p460-472.html

Outsourcing Fertilizer Mechanization Services to Different Types of Service Providers: Assessing the Impact on Fertilizer Application for Wheat Producers in China

Author

Listed:
  • Jiaojiao Ding
  • Amin Mugera
  • Xia Zhao

Abstract

Agricultural mechanization services (AMS) are important for promoting sustainable agricultural development. However, little is known about the effect of outsourcing fertilizer mechanization services (FMS) for fertilizer application to different types of service providers. This study simultaneously investigates the determinants and effect of outsourcing FMS to different types of service providers for fertilizer application in rural China. The multinomial endogenous treatment effects model that accounts for potential selection bias and endogeneity is employed to analyze cross‐sectional survey data of wheat producers. The results reveal that the likelihood of outsourcing FMS is influenced by household (gender, education, off‐farm employment, and risk attitude) and farm (farm size, land topography, soil fertility) characteristics, membership to cooperative, and the availability of AMS at village level. The treatment effect estimates suggest that outsourcing FMS can decrease fertilizer application by at least 6.6%. Outsourcing both FMS and fertilizer supply has a greater reducing effect on fertilizer application compared to only outsourcing FMS. Besides, outsourcing both FMS and fertilizer supply to organization providers has a higher effect on reducing fertilizer application and enhancing yield compared to outsourcing to individual service providers. The results have policy implications for promoting agri‐environmental sustainability in the agricultural sector.

Suggested Citation

  • Jiaojiao Ding & Amin Mugera & Xia Zhao, 2026. "Outsourcing Fertilizer Mechanization Services to Different Types of Service Providers: Assessing the Impact on Fertilizer Application for Wheat Producers in China," Agribusiness, John Wiley & Sons, Ltd., vol. 42(2), pages 460-472, April.
  • Handle: RePEc:wly:agribz:v:42:y:2026:i:2:p:460-472
    DOI: 10.1002/agr.22048
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/agr.22048
    Download Restriction: no

    File URL: https://libkey.io/10.1002/agr.22048?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. Partha Deb & Pravin K. Trivedi, 2006. "Maximum simulated likelihood estimation of a negative binomial regression model with multinomial endogenous treatment," Stata Journal, StataCorp LLC, vol. 6(2), pages 246-255, June.
    2. Zhou, Xiaoshi & Ma, Wanglin & Li, Gucheng & Qiu, Huanguang, 2020. "Farm machinery use and maize yields in China: an analysis accounting for selection bias and heterogeneity," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 64(04), January.
    3. Zhang, Xiaobo & Yang, Jin & Reardon, Thomas, 2020. "Mechanization outsourcing clusters and division of labor in Chinese agriculture," IFPRI book chapters, in: An evolving paradigm of agricultural mechanization development: How much can Africa learn from Asia?, chapter 2, pages 71-96, International Food Policy Research Institute (IFPRI).
    4. Yi Qing & Moyu Chen & Yu Sheng & Jikun Huang, 2019. "Mechanization services, farm productivity and institutional innovation in China," China Agricultural Economic Review, Emerald Group Publishing Limited, vol. 11(3), pages 536-554, June.
    5. Farzana Afridi & Monisankar Bishnu & Kanika Mahajan, 2023. "Gender and mechanization: Evidence from Indian agriculture," American Journal of Agricultural Economics, John Wiley & Sons, vol. 105(1), pages 52-75, January.
    6. Jin Yang & Zuhui Huang & Xiaobo Zhang & Thomas Reardon, 2013. "The Rapid Rise of Cross-Regional Agricultural Mechanization Services in China," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 95(5), pages 1245-1251.
    7. Qinan Lu & Xiaodong Du & Huanguang Qiu, 2022. "Adoption patterns and productivity impacts of agricultural mechanization services," Agricultural Economics, International Association of Agricultural Economists, vol. 53(5), pages 826-845, September.
    8. Bekele Hundie Kotu & Julius Manda & Christopher Mutungi & Gundula Fischer & Audifas Gaspar, 2023. "Farmers' willingness to invest in mechanized maize shelling and potential financial benefits: Evidence from Tanzania," Agribusiness, John Wiley & Sons, Ltd., vol. 39(3), pages 854-874, July.
    9. Xin Deng & Dingde Xu & Miao Zeng & Yanbin Qi, 2020. "Does outsourcing affect agricultural productivity of farmer households? Evidence from China," China Agricultural Economic Review, Emerald Group Publishing Limited, vol. 12(4), pages 673-688, August.
    10. Zhang, Yingnan & Long, Hualou & Li, Yurui & Ge, Dazhuan & Tu, Shuangshuang, 2020. "How does off-farm work affect chemical fertilizer application? Evidence from China’s mountainous and plain areas," Land Use Policy, Elsevier, vol. 99(C).
    11. Qiu, Tongwei & Shi, Xinjie & He, Qinying & Luo, Biliang, 2021. "The paradox of developing agricultural mechanization services in China: Supporting or kicking out smallholder farmers?," China Economic Review, Elsevier, vol. 69(C).
    12. Meng, Meng & Zhang, Wuke & Zhu, Xi & Shi, Qinghua, 2024. "Agricultural mechanization and rural worker mobility: Evidence from the Agricultural Machinery Purchase Subsidies programme in China," Economic Modelling, Elsevier, vol. 139(C).
    13. Hiroyuki Takeshima, 2017. "Custom-hired tractor services and returns to scale in smallholder agriculture: a production function approach," Agricultural Economics, International Association of Agricultural Economists, vol. 48(3), pages 363-372, May.
    14. Xiaobing Wang & Futoshi Yamauchi & Jikun Huang, 2016. "Rising wages, mechanization, and the substitution between capital and labor: evidence from small scale farm system in China," Agricultural Economics, International Association of Agricultural Economists, vol. 47(3), pages 309-317, May.
    15. Wang, Xiaobing & Yamauchi, Futoshi & Huang, Jikun & Rozelle, Scott, 2020. "What constrains mechanization in Chinese agriculture? Role of farm size and fragmentation," China Economic Review, Elsevier, vol. 62(C).
    16. Belton, Ben & Win, Myat Thida & Zhang, Xiaobo & Filipski, Mateusz, 2021. "The rapid rise of agricultural mechanization in Myanmar," Food Policy, Elsevier, vol. 101(C).
    17. Yi Qing & Moyu Chen & Yu Sheng & Jikun Huang, 2019. "Mechanization services, farm productivity and institutional innovation in China," China Agricultural Economic Review, Emerald Group Publishing Limited, vol. 11(3), pages 536-554, June.
    18. Bello, Lateef Olalekan & Awotide, Bola Amoke & Sakurai, Takeshi, 2024. "Climate change adaptation and smallholder farmers welfare: Empirical evidence from the Sahelian Region of West Africa," Land Use Policy, Elsevier, vol. 142(C).
    19. Meili Huan & Fengxia Dong & Liang Chi, 2022. "Mechanization services, factor allocation, and farm efficiency: Evidence from China," Review of Development Economics, Wiley Blackwell, vol. 26(3), pages 1618-1639, August.
    20. Xin Deng & Dingde Xu & Miao Zeng & Yanbin Qi, 2020. "Does outsourcing affect agricultural productivity of farmer households? Evidence from China," China Agricultural Economic Review, Emerald Group Publishing Limited, vol. 12(4), pages 673-688, August.
    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. Liu, Yan & Heerink, Nico & Li, Fan & Shi, Xiaoping, 2022. "Do agricultural machinery services promote village farmland rental markets? Theory and evidence from a case study in the North China plain," Land Use Policy, Elsevier, vol. 122(C).
    2. Meng, Meng & Zhang, Wuke & Zhu, Xi & Shi, Qinghua, 2024. "Agricultural mechanization and rural worker mobility: Evidence from the Agricultural Machinery Purchase Subsidies programme in China," Economic Modelling, Elsevier, vol. 139(C).
    3. Xiance Sang & Wanglin Ma & Aya Suzuki & Hepei Zhang, 2026. "Access to Credit and Mechanisation Service Expenditure: An Analysis Considering Access, Sources, Purposes and Amounts of Credit," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 70(1), pages 112-131, January.
    4. Cai, Rong & Zhao, Hairan & Ma, Jie, 2025. "Reducing fertilizer overuse via mechanized fertilization in China: Is outsourcing more effective?," China Economic Review, Elsevier, vol. 93(C).
    5. Xiang Li & Xiaoqin Guo, 2023. "Can Policy Promote Agricultural Service Outsourcing? Quasi-Natural Experimental Evidence from China," Sustainability, MDPI, vol. 15(2), pages 1-18, January.
    6. 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.
    7. Qian, Long & Lu, Hua & Gao, Qiang & Lu, Hualiang, 2022. "Household-owned farm machinery vs. outsourced machinery services: The impact of agricultural mechanization on the land leasing behavior of relatively large-scale farmers in China," Land Use Policy, Elsevier, vol. 115(C).
    8. Wang, Lulu & Lyu, Jie & Wang, Shanshan & Zhang, Junyan, 2025. "Unveiling the influence of agricultural mechanization on greenhouse gas emission intensity: Insights from China using causal machine learning model," Agricultural Systems, Elsevier, vol. 226(C).
    9. Nabeel Zahid, 2024. "Unlocking Agricultural Modernization: Economic Factors Shaping Maize Farmers' Adoption of Outsourced Services," International Journal of Agriculture & Sustainable Development, 50sea, vol. 6(1), pages 52-61, March.
    10. Meng Meng & Leng Yu & Xiaohua Yu, 2024. "Machinery structure, machinery subsidies, and agricultural productivity: Evidence from China," Agricultural Economics, International Association of Agricultural Economists, vol. 55(2), pages 223-246, March.
    11. Xin Wang & Yanping Song & Wei Huang, 2026. "The effects of agricultural machinery services and land fragmentation on farmers' straw returning behavior," Agribusiness, John Wiley & Sons, Ltd., vol. 42(1), pages 104-126, January.
    12. Zou, Baoling & Mishra, Ashok K., 2024. "Modernizing Smallholder Agriculture and Achieving Food Security: An Exploration in Machinery Services and Labor Reallocation in China," IZA Discussion Papers 17008, IZA Network @ LISER.
    13. Wangda Liao & Fusheng Zeng & Meseret Chanieabate, 2022. "Mechanization of Small-Scale Agriculture in China: Lessons for Enhancing Smallholder Access to Agricultural Machinery," Sustainability, MDPI, vol. 14(13), pages 1-21, June.
    14. Mohapatra, Souryabrata & Paltasingh, Kirtti Ranjan & Sahoo, Dukhabandhu & Mohanty, Pritisudha, 2026. "Changing Climate, Mechanization, and Gender Wages in Indian Agriculture," MPRA Paper 128469, University Library of Munich, Germany.
    15. Ben Belton & Peixun Fang & Thomas Reardon, 2025. "Combine harvester outsourcing services and seasonal rural non‐farm employment in Myanmar," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 47(1), pages 97-124, March.
    16. Yuan Hu & Ziyang Zhou & Li Zhou & Caiming Liu, 2024. "Self-Owned or Outsourced? The Impact of Farm Machinery Adoption Decisions on Chinese Farm Households’ Operating Income," Agriculture, MDPI, vol. 14(11), pages 1-26, October.
    17. Meili Huan & Shaoguo Zhan, 2022. "Agricultural Production Services, Farm Size and Chemical Fertilizer Use in China’s Maize Production," Land, MDPI, vol. 11(11), pages 1-17, October.
    18. Yangxiao Lu & Suhao Wei, 2024. "Outsourcing of Agricultural Machinery Operation Services and the Sustainability of Farmland Transfer Market: Promoting or Inhibiting?," Sustainability, MDPI, vol. 16(22), pages 1-19, November.
    19. Baoling Zou & Ashok K. Mishra, 2024. "Modernizing smallholder agriculture and achieving food security: An exploration in machinery services and labor reallocation in China," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 46(4), pages 1662-1691, December.
    20. Xiuhao Quan & Reiner Doluschitz, 2021. "Factors Influencing the Adoption of Agricultural Machinery by Chinese Maize Farmers," Agriculture, MDPI, vol. 11(11), pages 1-11, November.

    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:wly:agribz:v:42:y:2026:i:2:p:460-472. 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: Wiley Content Delivery (email available below). General contact details of provider: http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1520-6297 .

    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.