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Impact of Non-Agricultural Labor Transfer on the Ecological Efficiency of Cultivated Land: Evidence from China

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  • Weijuan Li

    (School of Economics and Management, Jiangxi Agricultural University, Nanchang 330045, China
    School of Economics and Management, Chinese and Law, Shandong Institute of Petroleum and Chemical Technology, Dongying 257061, China)

  • Jinyong Guo

    (School of Economics and Management, Jiangxi Agricultural University, Nanchang 330045, China)

  • Tian Xie

    (School of Environment, Beijing Normal University, Beijing 100875, China)

Abstract

The ecological efficiency of cultivated land utilization is closely related to food security and the sustainable development of agriculture. As an important actor in the utilization of cultivated land, the transfer of labor to non-agricultural sectors and its impact on ecological efficiency remain underexplored. Taking China as an example, this study employs push–pull theory, technology factor substitution theory, and land scale economy theory to explore the motivations and mechanisms of non-agricultural labor transfer. An empirical analysis was conducted using provincial panel data from 2011 to 2023. The research methods include the super-efficiency SBM model, fixed effect model, mediating effect model, and threshold effect model. The results are as follows: (1) Non-agricultural labor transfer promotes improvements in the ecological efficiency of cultivated land utilization. A 1% growth in non-agricultural labor transfer is associated with a 0.615% improvement in the ecological efficiency of cultivated land utilization. The impact is especially evident in the main grain-producing areas and northern regions. (2) As a modern agricultural production factor, agricultural machinery plays a mediating role in factor substitution at the farmland stage, accounting for 39% of the effect. (3) The scale of agricultural land operation exhibits a single threshold effect with a threshold value of 1.1577. Against the backdrop of widespread non-agricultural labor transfer, this study provides a reference for further strengthening the utilization of agricultural machinery and promoting large-scale land operations.

Suggested Citation

  • Weijuan Li & Jinyong Guo & Tian Xie, 2025. "Impact of Non-Agricultural Labor Transfer on the Ecological Efficiency of Cultivated Land: Evidence from China," Agriculture, MDPI, vol. 15(10), pages 1-22, May.
  • Handle: RePEc:gam:jagris:v:15:y:2025:i:10:p:1083-:d:1658144
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    References listed on IDEAS

    as
    1. Al Amin Al Abbasi & Mohammad Jahangir Alam & Subrata Saha & Ismat Ara Begum & Maria Fay Rola‐Rubzen, 2025. "Impact of rural transformation on rural income and poverty for sustainable development in Bangladesh: A moments‐quantile regression with fixed‐effects models Approach," Sustainable Development, John Wiley & Sons, Ltd., vol. 33(2), pages 2951-2974, April.
    2. Min Zhou & Hua Zhang & Nan Ke, 2022. "Cultivated Land Transfer, Management Scale, and Cultivated Land Green Utilization Efficiency in China: Based on Intermediary and Threshold Models," IJERPH, MDPI, vol. 19(19), pages 1-20, October.
    3. Pengkun Zheng & Keshav Lall Maharjan, 2024. "Does Rural Labor Transfer Impact Chinese Agricultural Carbon Emission Efficiency? A Substitution Perspective of Agricultural Machinery," Sustainability, MDPI, vol. 16(14), pages 1-16, July.
    4. Gianluca Gucciardi, 2024. "Do venture capital investments contribute to the achievement of the sustainable development goals?," Business Strategy and the Environment, Wiley Blackwell, vol. 33(8), pages 8716-8746, December.
    5. Sayed Alim Samim & Xiangzheng Deng & Zhihui Li, 2024. "Climate-smart agricultural practices- determinants and impact on crop production. New insights from Afghanistan," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 29(8), pages 1-31, December.
    6. Yawen Liang & Yue Wang & Yao Sun & Junhu Ruan, 2024. "Study on the Influence of Agricultural Scale Management Mode on Production Efficiency Based on Meta-Analysis," Land, MDPI, vol. 13(7), pages 1-20, July.
    7. Wang, Xiaobing & Huang, Jikun & Rozelle, Scott, 2017. "Off-farm employment and agricultural specialization in China," China Economic Review, Elsevier, vol. 42(C), pages 155-165.
    8. Ying Chen & Suran Li & Long Cheng, 2020. "Evaluation of Cultivated Land Use Efficiency with Environmental Constraints in the Dongting Lake Eco-Economic Zone of Hunan Province, China," Land, MDPI, vol. 9(11), pages 1-15, November.
    9. Hansen, Bruce E., 1999. "Threshold effects in non-dynamic panels: Estimation, testing, and inference," Journal of Econometrics, Elsevier, vol. 93(2), pages 345-368, December.
    10. 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.
    11. Heng Zhang & Xiangyu Guo, 2024. "Farmland Rental Market, Outsourcing Services Market and Agricultural Green Productivity: Implications for Multiple Forms of Large-Scale Management," Land, MDPI, vol. 13(5), pages 1-23, May.
    12. Lee, Chien-Chiang & Zeng, Mingli & Luo, Kang, 2024. "The impact of urbanization on food security in China," International Review of Economics & Finance, Elsevier, vol. 93(PB), pages 1159-1175.
    13. Jing Bai & Jun Liu & Libang Ma & Wenbo Zhang, 2023. "The Impact of Farmland Management Scale on Carbon Emissions," Land, MDPI, vol. 12(9), pages 1-18, September.
    14. Feifei Jiang & Fu Chen & Yan Sun & Ziyi Hua & Xinhua Zhu & Jing Ma, 2023. "Spatiotemporal Pattern and Driving Mechanism of Cultivated Land Use Transition in China," Land, MDPI, vol. 12(10), pages 1-20, September.
    15. Kuang, Bing & Lu, Xinhai & Zhou, Min & Chen, Danling, 2020. "Provincial cultivated land use efficiency in China: Empirical analysis based on the SBM-DEA model with carbon emissions considered," Technological Forecasting and Social Change, Elsevier, vol. 151(C).
    16. Ma, Wanglin & Zheng, Hongyun & Boansi, David & Horlu, Godwin S.A.K. & Owusu, Victor, 2025. "Types of employment and well-being of rural residents: A multinomial endogenous switching regression application," Economic Modelling, Elsevier, vol. 147(C).
    17. 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).
    18. Zhang, Ying & Li, Xiubin & Shi, Tiechou & Li, Hongwei & Zhai, Liang, 2023. "Understanding cropland abandonment from economics within a representative village and its empirical analysis in Chinese mountainous areas," Land Use Policy, Elsevier, vol. 133(C).
    19. Xinyu Hu & Chun Dong & Yu Zhang, 2024. "Impacts of Cropland Utilization Patterns on the Sustainable Use Efficiency of Cropland Based on the Human–Land Perspective," Land, MDPI, vol. 13(6), pages 1-27, June.
    20. Xingjia Wang & Dongyan Wang, 2024. "Breaking Spatial Constraints: A Dimensional Perspective-Based Analysis of the Eco-Efficiency of Cultivated Land Use and Its Spatial Association Network," Land, MDPI, vol. 13(12), pages 1-19, December.
    21. Gao, Jia & Song, Ge & Sun, Xueqing, 2020. "Does labor migration affect rural land transfer? Evidence from China," Land Use Policy, Elsevier, vol. 99(C).
    22. Wang, Liye & Zhang, Siyu & Xiong, Qiangqiang & Liu, Yu & Liu, Yanfang & Liu, Yaolin, 2022. "Spatiotemporal dynamics of cropland expansion and its driving factors in the Yangtze River Economic Belt: A nuanced analysis at the county scale," Land Use Policy, Elsevier, vol. 119(C).
    23. Tone, Kaoru, 2001. "A slacks-based measure of efficiency in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 130(3), pages 498-509, May.
    24. Zhang, Hao & Song, Yan & Zhang, Ming & Duan, Ye, 2024. "Land use efficiency and energy transition in Chinese cities: A cluster-frontier super-efficiency SBM-based analytical approach," Energy, Elsevier, vol. 304(C).
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