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Learning from neighboring farmers: Does spatial dependence affect adoption of drought‐tolerant wheat varieties in China?

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  • Hongyun Zheng
  • Wanglin Ma
  • Gucheng Li

Abstract

The adoption of improved crop varieties, such as drought‐tolerant varieties, plays a crucial role in addressing climate change. In this study, we explore how and to what extent spatial interactions between farmers and neighboring farmers affect the adoption of drought‐tolerant wheat varieties (DTWVs), using data collected from rural households in China. A spatial Durbin probit model is utilized to identify the spatial patterns in DTWVs adoption. Results show that spatial dependence exists in DTWVs adoption. Spatial dependence is positively associated with wheat farmers’ DTWVs adoption decisions, and the spatial effects mainly arise from the neighboring farmers’ adoption decisions and information spillover via smartphone use and extension service contacts. Further analysis reveals that DTWVs adoption improves farm performance by increasing both wheat yields and farm profits significantly. Our findings underscore the necessity of considering spatial interactions between farmers when designing and promoting innovative agricultural technologies in rural areas. L'adoption de variétés améliorées, comme les variétés résistantes à la sécheresse, joue un rôle remarquable dans la lutte contre les changements climatiques. Dans cette étude, en utilisant les données obtenues des populations ruraux chinois, nous avons cherché comment et dans quelle mesure les interactions spatiales entre les agriculteurs et les agriculteurs voisins ont affecté sur l'adoption de variétés de blé résistant à la sécheresse (VBRs). Le modèle spatial Durbin probit est utilisé pour identifier le mode spatial dans le processus d'adoption de VBRs. Les résultats montrent qu'il existe une dépendance spatiale dans le processus d'adoption de VBRs. La dépendance spatiale est positivement corrélé avec la décision d'adoption de VBRs par les agriculteurs de blé, et l'effet spatial vient principalement de la décision d'adoption des agriculteurs voisins et des informations par l'utilisation de téléphones intelligents et les contacts des services de promotion. L'analyse plus approfondie a montré que l'utilisation de VBRs peut améliorer de façon remarquable le volume de production du blé et le revenu agricole, ce qui améliore la performance de ferme. Nos résultats de recherche met l'accent sur la nécessité de tenir compte des interactions spatiales entre les agriculteurs lors de la conception et de la promotion de technologies agricoles innovantes dans les zones rurales.

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  • Hongyun Zheng & Wanglin Ma & Gucheng Li, 2021. "Learning from neighboring farmers: Does spatial dependence affect adoption of drought‐tolerant wheat varieties in China?," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 69(4), pages 519-537, December.
  • Handle: RePEc:bla:canjag:v:69:y:2021:i:4:p:519-537
    DOI: 10.1111/cjag.12294
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    1. Takashi Yamano & Maria Luz Malabayabas & Md. Ashraful Habib & Subrata Kumar Das, 2018. "Neighbors follow early adopters under stress: panel data analysis of submergence†tolerant rice in northern Bangladesh," Agricultural Economics, International Association of Agricultural Economists, vol. 49(3), pages 313-323, May.
    2. Yao Pan & Stephen C Smith & Munshi Sulaiman, 2018. "Agricultural Extension and Technology Adoption for Food Security: Evidence from Uganda," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 100(4), pages 1012-1031.
    3. Stephen Gibbons & Henry G. Overman, 2012. "Mostly Pointless Spatial Econometrics?," Journal of Regional Science, Wiley Blackwell, vol. 52(2), pages 172-191, May.
    4. Garth Holloway & Ma. Lucila A. Lapar, 2007. "How Big is Your Neighbourhood? Spatial Implications of Market Participation Among Filipino Smallholders," Journal of Agricultural Economics, Wiley Blackwell, vol. 58(1), pages 37-60, February.
    5. Kelvin Mashisia Shikuku & Mequanint B Melesse, 0. "Networks, incentives and technology adoption: evidence from a randomised experiment in Uganda," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 47(5), pages 1740-1775.
    6. Patrick S. Ward & Valerien O. Pede, 2015. "Capturing social network effects in technology adoption: the spatial diffusion of hybrid rice in Bangladesh," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 59(2), pages 225-241, April.
    7. Julius Manda & Cornelis Gardebroek & Elias Kuntashula & Arega D. Alene, 2018. "Impact of improved maize varieties on food security in Eastern Zambia: A doubly robust analysis," Review of Development Economics, Wiley Blackwell, vol. 22(4), pages 1709-1728, November.
    8. Doris Läpple & Garth Holloway & Donald J Lacombe & Cathal O’Donoghue, 2017. "Sustainable technology adoption: a spatial analysis of the Irish Dairy Sector," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 44(5), pages 810-835.
    9. Gabriel S. Sampson & Edward D. Perry, 2019. "Peer effects in the diffusion of water‐saving agricultural technologies," Agricultural Economics, International Association of Agricultural Economists, vol. 50(6), pages 693-706, November.
    10. Rajagopal, 2014. "Technology Diffusion and Adoption," Palgrave Macmillan Books, in: Architecting Enterprise, chapter 6, pages 148-173, Palgrave Macmillan.
    11. Wollni, Meike & Andersson, Camilla, 2014. "Spatial patterns of organic agriculture adoption: Evidence from Honduras," Ecological Economics, Elsevier, vol. 97(C), pages 120-128.
    12. Salvatore Di Falco & Angela Doku & Avichal Mahajan, 2020. "Peer effects and the choice of adaptation strategies," Agricultural Economics, International Association of Agricultural Economists, vol. 51(1), pages 17-30, January.
    13. Margarita Genius & Phoebe Koundouri & Céline Nauges & Vangelis Tzouvelekas, 2014. "Information Transmission in Irrigation Technology Adoption and Diffusion: Social Learning, Extension Services, and Spatial Effects," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 96(1), pages 328-344.
    14. Martey, Edward & Etwire, Prince M. & Kuwornu, John K.M., 2020. "Economic impacts of smallholder farmers’ adoption of drought-tolerant maize varieties," Land Use Policy, Elsevier, vol. 94(C).
    15. Shiferaw, Bekele & Kassie, Menale & Jaleta, Moti & Yirga, Chilot, 2014. "Adoption of improved wheat varieties and impacts on household food security in Ethiopia," Food Policy, Elsevier, vol. 44(C), pages 272-284.
    16. Yang, Wei, 2016. "Spatial analysis of determinants of dairy farmers' adoption of best management practices for water protection," 2016 Annual Meeting, July 31-August 2, Boston, Massachusetts 235434, Agricultural and Applied Economics Association.
    17. Stein Holden & Monica Fisher, 2015. "Subsidies promote use of drought tolerant maize varieties despite variable yield performance under smallholder environments in Malawi," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 7(6), pages 1225-1238, December.
    18. Abera, Wondwosen & Assen, Mohammed & Budds, Jessica, 2020. "Determinants of agricultural land management practices among smallholder farmers in the Wanka watershed, northwestern highlands of EthiopiaI," Land Use Policy, Elsevier, vol. 99(C).
    19. Liu, Yuying & Renwick, Alan & Fu, Xinhong, 2019. "The role of agricultural cooperatives in serving as a marketing channel: evidence from low-income regions of Sichuan province in China," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association, vol. 22(2).
    20. Carrión-Yaguana, Vanessa D. & Alwang, Jeffrey & Barrera, Victor H., 2020. "Promoting Behavioral Change Using Text Messages: A Case Study of Blackberry Farmers in Ecuador," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 52(3), pages 398-419, August.
    21. Manda, J. & Gardebroek, C. & Kuntashula, E. & Alene, A.D., 2018. "Impact of Improved Maize Varieties on Food Security in Eastern Zambia: a doubly robust analysis," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 277004, International Association of Agricultural Economists.
    22. Samson P. Katengeza & Stein T. Holden & Rodney W. Lunduka, 2019. "Adoption of Drought Tolerant Maize Varieties under Rainfall Stress in Malawi," Journal of Agricultural Economics, Wiley Blackwell, vol. 70(1), pages 198-214, February.
    23. Wanglin Ma & R. Quentin Grafton & Alan Renwick, 2020. "Smartphone use and income growth in rural China: empirical results and policy implications," Electronic Commerce Research, Springer, vol. 20(4), pages 713-736, December.
    24. Clifton Makate & Rongchang Wang & Marshall Makate & Nelson Mango, 2017. "Impact of drought tolerant maize adoption on maize productivity, sales and consumption in rural Zimbabwe," Agrekon, Taylor & Francis Journals, vol. 56(1), pages 67-81, January.
    25. Patrick S. Ward & Simrin Makhija & David J. Spielman, 2020. "Drought‐tolerant rice, weather index insurance, and comprehensive risk management for smallholders: evidence from a multi‐year field experiment in India," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 64(2), pages 421-454, April.
    26. Hongyun Zheng & Wanglin Ma & Gucheng Li, 2021. "Adoption of organic soil amendments and its impact on farm performance: evidence from wheat farmers in China," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 65(2), pages 367-390, April.
    27. Di Fang & Timothy J. Richards, 2018. "New Maize Variety Adoption in Mozambique: A Spatial Approach," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 66(3), pages 469-488, September.
    28. Theodoros Skevas & Ioannis Skevas & Scott M. Swinton, 2018. "Does Spatial Dependence Affect the Intention to Make Land Available for Bioenergy Crops?," Journal of Agricultural Economics, Wiley Blackwell, vol. 69(2), pages 393-412, June.
    29. Chunxiao Song & Ruifeng Liu & Les Oxley & Hengyun Ma, 2018. "The adoption and impact of engineering‐type measures to address climate change: evidence from the major grain‐producing areas in China," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 62(4), pages 608-635, October.
    30. MCarmen Martínez‐Victoria & Mariluz Maté‐Sánchez‐Val & Alfons Oude Lansink, 2019. "Spatial dynamic analysis of productivity growth of agri‐food companies," Agricultural Economics, International Association of Agricultural Economists, vol. 50(3), pages 315-327, May.
    31. Romina Cavatassi & Leslie Lipper & Ulf Narloch, 2011. "Modern variety adoption and risk management in drought prone areas: insights from the sorghum farmers of eastern Ethiopia," Agricultural Economics, International Association of Agricultural Economists, vol. 42(3), pages 279-292, May.
    32. Doris Läpple & Hugh Kelley, 2015. "Spatial dependence in the adoption of organic drystock farming in Ireland," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 42(2), pages 315-337.
    33. Singha, Chandan, 2019. "Impact of the adoption of vegetative soil conservation measures on farm profit, revenue and variable cost in Darjeeling district, India," Environment and Development Economics, Cambridge University Press, vol. 24(5), pages 529-553, October.
    34. Fan, Yubing & McCann, Laura & Qin, Hua, 2017. "Households’ Adoption of Drought Tolerant Plants: An Adaptation to Climate Change?," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 42(2), May.
    35. James P. LeSage & R. Kelley Pace & Nina Lam & Richard Campanella & Xingjian Liu, 2011. "New Orleans business recovery in the aftermath of Hurricane Katrina," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 174(4), pages 1007-1027, October.
    36. Gazali Issahaku & Awudu Abdulai, 2020. "Can Farm Households Improve Food and Nutrition Security through Adoption of Climate‐smart Practices? Empirical Evidence from Northern Ghana," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 42(3), pages 559-579, September.
    37. Simtowe, Franklin & Amondo, Emily & Marenya, Paswel & Rahut, Dil & Sonder, Kai & Erenstein, Olaf, 2019. "Impacts of drought-tolerant maize varieties on productivity, risk, and resource use: Evidence from Uganda," Land Use Policy, Elsevier, vol. 88(C).
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    3. Wei Yang & Le Wang, 2023. "Impact of farmer group participation on the adoption of sustainable farming practices—spatial analysis of New Zealand dairy farmers," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 94(3), pages 701-717, September.
    4. Wanglin Ma & Hongyun Zheng & Amaka Nnaji, 2023. "Cooperative membership and adoption of green pest control practices: Insights from rice farmers," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 67(3), pages 459-479, July.

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