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Does Agricultural Science and Technological Innovation Always Boost Farmers’ Income? Evidence from China

Author

Listed:
  • Yi Xiang

    (Business School, Central South University of Forestry and Technology of China, Changsha 410004, China)

  • Yuke Ding

    (Business School, Central South University of Forestry and Technology of China, Changsha 410004, China)

  • Shaohua Yin

    (Business School, Central South University of Forestry and Technology of China, Changsha 410004, China)

Abstract

Agricultural science and technological innovation (ASTI) provides important opportunities to enhance agricultural welfare. Based on comparative advantage, value chain, and resource dependence theories, this study employed a variety of econometric models, including fixed effects (FEs), panel-corrected standard errors (PCSEs), feasible generalized least squares (FGLSs), and the systematic generalized method of moments (SYS-GMM), to investigate the impacts of ASTI on farmers’ income using data from a panel of 31 Chinese provinces spanning from 2012 to 2021. Our results reveal that ASTI contributes significantly positively to income growth, but its effects are not uniform: the central and western regions benefit more from ASTI compared to the eastern region. Moreover, as the level of ASTI increases, its positive impact on income growth diminishes. However, regions with higher levels of rural human capital—measured by educational attainment and skills—experience a more pronounced amplification of ASTI’s benefits on income. Additionally, aging populations in both urban and rural areas initially enhance the influence of ASTI on farmers’ income, but this effect diminishes as demographic gaps widen.

Suggested Citation

  • Yi Xiang & Yuke Ding & Shaohua Yin, 2024. "Does Agricultural Science and Technological Innovation Always Boost Farmers’ Income? Evidence from China," Agriculture, MDPI, vol. 14(12), pages 1-19, November.
  • Handle: RePEc:gam:jagris:v:14:y:2024:i:12:p:2154-:d:1530721
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    References listed on IDEAS

    as
    1. Yu, Binbin, 2022. "The Impact of the Internet on Industrial Green Productivity: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 177(C).
    2. 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.
    3. Badi H. Baltagi & Georges Bresson & Alain Pirotte, 2003. "Fixed effects, random effects or Hausman Taylor?," Post-Print hal-04103115, HAL.
    4. Paul Welfens, 2015. "Innovation, inequality and a golden rule for growth in an economy with Cobb-Douglas function and an R&D sector," International Economics and Economic Policy, Springer, vol. 12(4), pages 469-496, October.
    5. Wang, Changbo & Zhang, Lixiao & Chang, Yuan & Pang, Mingyue, 2015. "Biomass direct-fired power generation system in China: An integrated energy, GHG emissions, and economic evaluation for Salix," Energy Policy, Elsevier, vol. 84(C), pages 155-165.
    6. Porteous, Obie, 2020. "Trade and agricultural technology adoption: Evidence from Africa," Journal of Development Economics, Elsevier, vol. 144(C).
    7. Baltagi, Badi H. & Bresson, Georges & Pirotte, Alain, 2003. "Fixed effects, random effects or Hausman-Taylor?: A pretest estimator," Economics Letters, Elsevier, vol. 79(3), pages 361-369, June.
    8. Getachew Sime & Jens B. Aune, 2018. "Sustainability of Improved Crop Varieties and Agricultural Practices: A Case Study in the Central Rift Valley of Ethiopia," Agriculture, MDPI, vol. 8(11), pages 1-16, November.
    9. Christian Webersik & Clarice Wilson, 2009. "Achieving environmental sustainability and growth in Africa: the role of science, technology and innovation," Sustainable Development, John Wiley & Sons, Ltd., vol. 17(6), pages 400-413.
    10. Trust Saidi & Tania S. Douglas, 2018. "Towards the socialization of science, technology and innovation for African development," African Journal of Science, Technology, Innovation and Development, Taylor & Francis Journals, vol. 10(1), pages 110-113, January.
    11. Gao, Yanyan & Zang, Leizhen & Sun, Jun, 2018. "Does computer penetration increase farmers’ income? An empirical study from China," Telecommunications Policy, Elsevier, vol. 42(5), pages 345-360.
    12. Ruttan, Vernon W, 1997. "Induced Innovation, Evolutionary Theory and Path Dependence:," Economic Journal, Royal Economic Society, vol. 107(444), pages 1520-1529, September.
    13. Che, Xiao-Jing & Zhou, P. & Wang, M., 2022. "The policy effect on photovoltaic technology innovation with regional heterogeneity in China," Energy Economics, Elsevier, vol. 115(C).
    14. Xie, Rui & Fu, Wei & Yao, Siling & Zhang, Qi, 2021. "Effects of financial agglomeration on green total factor productivity in Chinese cities: Insights from an empirical spatial Durbin model," Energy Economics, Elsevier, vol. 101(C).
    15. Caifeng Tan & Jianping Tao & Lan Yi & Juan He & Qi Huang, 2022. "Dynamic Relationship between Agricultural Technology Progress, Agricultural Insurance and Farmers’ Income," Agriculture, MDPI, vol. 12(9), pages 1-17, August.
    16. Iciar Dominguez Lacasa & Manuel Molina Vogelsang, 2024. "Enhancing international collaboration in science, technology, and innovation to achieve sustainable development goals," Science and Public Policy, Oxford University Press, vol. 51(3), pages 509-525.
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