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Digital Literacy and the Livelihood Resilience of Livestock Farmers: Empirical Evidence from the Old Revolutionary Base Areas in Northwest China

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  • Xuefeng Ma

    (College of Economics and Management, Northwest A&F University, Xianyang 712100, China)

  • Liang Cheng

    (College of Economics and Management, Northwest A&F University, Xianyang 712100, China)

  • Yahui Li

    (College of Economics and Management, Northwest A&F University, Xianyang 712100, China)

  • Minjuan Zhao

    (College of Economics and Management, Northwest A&F University, Xianyang 712100, China
    College of Economics and Management, Xi’an University of Finance and Economics, Xi’an 710100, China)

Abstract

Enhancing the livelihood resilience of livestock farmers in the old revolutionary base areas helps them to cope with the increasingly complex external risk shocks of recent years and promotes the sustainable development of regional agriculture. This study is based on survey data from 1047 livestock farmers in the Ningxia and Gansu provinces of the northwest old revolutionary base area. It incorporates the characteristics of livestock farmers and the elements of psychological capital into the sustainable livelihood analysis framework to construct a livelihood resilience index system. After measuring livelihood resilience, this paper uses a general linear regression model and a probit model to explore the impact and mechanism of digital literacy on the livelihood resilience of livestock farmers. The results show the following: (1) digital literacy has a significant positive effect on the livelihood resilience of livestock farmers, and the impact of different dimensions of digital literacy on different dimensions of livelihood resilience also varies. Additionally, this effect also shows the heterogeneity in different village clustering forms and different income groups. In areas inhabited by ethnic minorities and among moderate-income groups, the role of digital literacy on the livelihood resilience of livestock farmers is more significant. (2) The improvement of digital literacy has a significant positive impact on livelihood resilience through three different pathways: the “differential mode of association”, learning channels, and types of income. (3) Digital literacy has led to the psychological aspects of rural hollowing-out problems among livestock farmers, which is particularly evident in families with only one type of caregiving burden (either only left-behind elderly people or only left-behind children). This problem is more evident. Therefore, this paper poses that the advancement of agricultural and rural economic development in China should not only focus on the cultivation of farmers’ digital literacy but also accelerate the construction of digital infrastructure to ensure the long-term effective mechanism of improving digital literacy. At the same time, in the process of promoting digital rural areas, attention should be paid to the psychological isolation issues that the network era brings to farmers.

Suggested Citation

  • Xuefeng Ma & Liang Cheng & Yahui Li & Minjuan Zhao, 2024. "Digital Literacy and the Livelihood Resilience of Livestock Farmers: Empirical Evidence from the Old Revolutionary Base Areas in Northwest China," Agriculture, MDPI, vol. 14(11), pages 1-25, October.
  • Handle: RePEc:gam:jagris:v:14:y:2024:i:11:p:1941-:d:1510702
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    References listed on IDEAS

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    1. Bo Liu & Jing Zhou, 2023. "Digital Literacy, Farmers’ Income Increase and Rural Internal Income Gap," Sustainability, MDPI, vol. 15(14), pages 1-13, July.
    2. Nathan Nunn & Nancy Qian, 2014. "US Food Aid and Civil Conflict," American Economic Review, American Economic Association, vol. 104(6), pages 1630-1666, June.
    3. Frank Ellis, 2000. "The Determinants of Rural Livelihood Diversification in Developing Countries," Journal of Agricultural Economics, Wiley Blackwell, vol. 51(2), pages 289-302, May.
    4. Xueyan Zhao & Huanhuan Chen & Haili Zhao & Bing Xue, 2022. "Farmer households’ livelihood resilience in ecological-function areas: case of the Yellow River water source area of China," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(7), pages 9665-9686, July.
    5. Barrett, Christopher B. & Ghezzi-Kopel, Kate & Hoddinott, John & Homami, Nima & Tennant, Elizabeth & Upton, Joanna & Wu, Tong, 2021. "A scoping review of the development resilience literature: Theory, methods and evidence," World Development, Elsevier, vol. 146(C).
    6. Barrett, Christopher B. & Ghezzi-Kopel, Kate & Hoddinott, John & Homami, Nima & Tennant, Elizabeth & Upton, Joanna & Wu, Tong, 2021. "A Scoping Review of the Development Resilience Literature: Theory, Methods and Evidence," Working Papers 309952, Cornell University, Department of Applied Economics and Management.
    7. Chirwa Themba G. & Odhiambo Nicholas M., 2018. "Exogenous and Endogenous Growth Models: a Critical Review," Comparative Economic Research, Sciendo, vol. 21(4), pages 63-84, December.
    8. Bao, Helen X.H. & Jiang, Yan & Wang, Ziyou & Feng, Lei, 2024. "Social capital and the effectiveness of land use policies: Evidence from rural China," Land Use Policy, Elsevier, vol. 139(C).
    9. Ellis, Frank, 2000. "Rural Livelihoods and Diversity in Developing Countries," OUP Catalogue, Oxford University Press, number 9780198296966.
    10. Yan Miao & Zheng Li, 2023. "The poverty alleviation effect of transfer payments: evidence from China," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-9, December.
    11. Zhou, Di & Zha, Fangjing & Qiu, Wenyan & Zhang, Xiaoru, 2024. "Does digital literacy reduce the risk of returning to poverty? Evidence from China," Telecommunications Policy, Elsevier, vol. 48(6).
    12. Fang Xu & Xiaoru Zhang & Di Zhou, 2024. "Does digital financial inclusion reduce the risk of returning to poverty? Evidence from China," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 29(3), pages 2927-2949, July.
    13. Chen, Zhongwei & Cui, Ruijie & Tang, Can & Wang, Zihan, 2024. "Can digital literacy improve individuals' incomes and narrow the income gap?," Technological Forecasting and Social Change, Elsevier, vol. 203(C).
    14. Sina, Dantje & Chang-Richards, Alice Yan & Wilkinson, Suzanne & Potangaroa, Regan, 2019. "A conceptual framework for measuring livelihood resilience: Relocation experience from Aceh, Indonesia," World Development, Elsevier, vol. 117(C), pages 253-265.
    15. Cissé, Jennifer Denno & Barrett, Christopher B., 2018. "Estimating development resilience: A conditional moments-based approach," Journal of Development Economics, Elsevier, vol. 135(C), pages 272-284.
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