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Can E‐commerce development improve farmers' incomes? Evidence from prefecture‐level data and the spatial difference‐in‐difference approach

Author

Listed:
  • Bufan Wang
  • Pingyang Liu
  • Aixi Han

Abstract

The penetration of E‐commerce into rural areas has created unprecedented opportunities for rural revitalisation and increased farmers' incomes. While the impact of E‐commerce development on income growth has been widely discussed, its spatial spillover effects and subsequent mechanisms remain insufficiently explored. This study utilises panel data of 278 prefecture‐level cities in China and employs a spatial difference‐in‐difference model incorporating the spatial Durbin model to explore the contribution of E‐commerce development to farmers' incomes, focussing on the direct mechanisms and spatial spillover effects associated with the characteristics of E‐commerce. Results indicate that E‐commerce development promotes local farmers' income growth and exerts a positive spillover effect on neighbouring cities. The significant positive direct contribution effect is achieved through mediating effects of technological innovation and capital investment, while the mediating effect of industrial structure upgrading is found to be significantly negative, indicating farmers remain incapable of obtaining digital dividends from emerging economic opportunities. E‐commerce development is also found to better increase farmers' incomes in less developed regions and regions with lower digitalisation levels, indicating a stronger impetus in the early stages of development.

Suggested Citation

  • Bufan Wang & Pingyang Liu & Aixi Han, 2025. "Can E‐commerce development improve farmers' incomes? Evidence from prefecture‐level data and the spatial difference‐in‐difference approach," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 69(2), pages 344-368, April.
    • Handle: RePEc:bla:ajarec:v:69:y:2025:i:2:p:344-368
    DOI: 10.1111/1467-8489.12611
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    as
    1. Luo, Jian-Li & Hu, Zhen-Hua, 2015. "Risk paradigm and risk evaluation of farmers cooperatives' technology innovation," Economic Modelling, Elsevier, vol. 44(C), pages 80-85.
    2. Shimamoto, Daichi & Yamada, Hiroyuki & Gummert, Martin, 2015. "Mobile phones and market information: Evidence from rural Cambodia," Food Policy, Elsevier, vol. 57(C), pages 135-141.
    3. James H. Stock & Motohiro Yogo, 2002. "Testing for Weak Instruments in Linear IV Regression," NBER Technical Working Papers 0284, National Bureau of Economic Research, Inc.
    4. Fan, Jingting & Tang, Lixin & Zhu, Weiming & Zou, Ben, 2018. "The Alibaba effect: Spatial consumption inequality and the welfare gains from e-commerce," Journal of International Economics, Elsevier, vol. 114(C), pages 203-220.
    5. Édson Luis Bolfe & Lúcio André de Castro Jorge & Ieda Del’Arco Sanches & Ariovaldo Luchiari Júnior & Cinthia Cabral da Costa & Daniel de Castro Victoria & Ricardo Yassushi Inamasu & Célia Regina Grego, 2020. "Precision and Digital Agriculture: Adoption of Technologies and Perception of Brazilian Farmers," Agriculture, MDPI, vol. 10(12), pages 1-16, December.
    6. Saha Atanu & H. Alan Love & Robert Schwart, 1994. "Adoption of Emerging Technologies Under Output Uncertainty," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 76(4), pages 836-846.
    7. Qi, Jiaqi & Zheng, Xiaoyong & Guo, Hongdong, 2019. "The formation of Taobao villages in China," China Economic Review, Elsevier, vol. 53(C), pages 106-127.
    8. Anthony Siaw & Yuansheng Jiang & Martinson Ankrah Twumasi & Wonder Agbenyo, 2020. "The Impact of Internet Use on Income: The Case of Rural Ghana," Sustainability, MDPI, vol. 12(8), pages 1-16, April.
    9. Matthess, Marcel & Kunkel, Stefanie, 2020. "Structural change and digitalization in developing countries: Conceptually linking the two transformations," Technology in Society, Elsevier, vol. 63(C).
    10. Raymond J. G. M. Florax & Serge Rey, 1995. "The Impacts of Misspecified Spatial Interaction in Linear Regression Models," Advances in Spatial Science, in: Luc Anselin & Raymond J. G. M. Florax (ed.), New Directions in Spatial Econometrics, chapter 5, pages 111-135, Springer.
    11. Tao Cen & Shuping Lin & Qiaoyun Wu, 2022. "How Does Digital Economy Affect Rural Revitalization? The Mediating Effect of Industrial Upgrading," Sustainability, MDPI, vol. 14(24), pages 1-13, December.
    12. Li, Xiaokang & Guo, Hongdong & Jin, Songqing & Ma, Wanglin & Zeng, Yiwu, 2021. "Do farmers gain internet dividends from E-commerce adoption? Evidence from China," Food Policy, Elsevier, vol. 101(C).
    13. Lichun Hou & Chengshi Tian & Ruibing Xiang & Cuicui Wang & Mei Gai, 2023. "Research on the Impact Mechanism and Spatial Spillover Effect of Digital Economy on Rural Revitalization: An Empirical Study Based on China’s Provinces," Sustainability, MDPI, vol. 15(15), pages 1-21, July.
    14. Yu, Nannan & de Jong, Martin & Storm, Servaas & Mi, Jianing, 2013. "Spatial spillover effects of transport infrastructure: evidence from Chinese regions," Journal of Transport Geography, Elsevier, vol. 28(C), pages 56-66.
    15. William F. Fox & Sanela Porca, 2001. "Investing in Rural Infrastructure," International Regional Science Review, , vol. 24(1), pages 103-133, January.
    16. Uwe Deichmann & Aparajita Goyal & Deepak Mishra, 2016. "Will digital technologies transform agriculture in developing countries?," Agricultural Economics, International Association of Agricultural Economists, vol. 47(S1), pages 21-33, November.
    17. Wang, Huijuan & Ding, Lin & Guan, Rong & Xia, Yan, 2020. "Effects of advancing internet technology on Chinese employment: a spatial study of inter-industry spillovers," Technological Forecasting and Social Change, Elsevier, vol. 161(C).
    18. Ola, Oreoluwa & Menapace, Luisa, 2020. "Smallholders' perceptions and preferences for market attributes promoting sustained participation in modern agricultural value chains," Food Policy, Elsevier, vol. 97(C).
    19. Luc Anselin, 2022. "Spatial econometrics," Chapters, in: Sergio J. Rey & Rachel S. Franklin (ed.), Handbook of Spatial Analysis in the Social Sciences, chapter 6, pages 101-122, Edward Elgar Publishing.
    20. Lisi Tan & Zhuodong Yang & Muhammad Irfan & Chante Jian Ding & Mingjun Hu & Jin Hu, 2024. "Toward low‐carbon sustainable development: Exploring the impact of digital economy development and industrial restructuring," Business Strategy and the Environment, Wiley Blackwell, vol. 33(3), pages 2159-2172, March.
    21. Haisen Wang & Gangqiang Yang & Ziyang Yue, 2023. "Breaking through ingrained beliefs: revisiting the impact of the digital economy on carbon emissions," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 10(1), pages 1-13, December.
    22. Cai Zhou & Bowen Li, 2023. "How does e‐commerce demonstration city improve urban innovation? Evidence from China," Economics of Transition and Institutional Change, John Wiley & Sons, vol. 31(4), pages 915-940, October.
    23. Khan, Nawab & Ray, Ram L. & Zhang, Shemei & Osabuohien, Evans & Ihtisham, Muhammad, 2022. "Influence of mobile phone and internet technology on income of rural farmers: Evidence from Khyber Pakhtunkhwa Province, Pakistan," Technology in Society, Elsevier, vol. 68(C).
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    3. Luo, Zhanyang & Jin, Hong, 2026. "Will E-commerce in rural areas increase farmers' income? The intermediary mechanism based on the popularity of inclusive loans," International Review of Financial Analysis, Elsevier, vol. 110(C).

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