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Digital extension and farmers' adoption of climate adaptation technology: An empirical analysis of China

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  • Mao, Hui
  • Chai, Yujia
  • Shao, Xiaoxuan
  • Chang, Xue

Abstract

Climate adaptation technology represents an effective strategy in mitigating the impacts of climate change. Digital extension serves as a promising solution to overcome the constraints associated with conventional technology promotion methods. This study uses 610 apple growers survey data of the prominent apple-producing region-Shaanxi Province, to examine the impact of digital extension on farmers' adoption of climate adaptation technology and its underlying mechanism. The results show that digital extension significantly influences on farmers' adoption of climate adaptation technology, and this conclusion remains robust after additional tests. Additionally, we identify two primary mechanisms by which digital extension influences the climate adaptation technology adoption. Firstly, by enhancing farmers' access to financial resources through credit-related mechanisms, digital extension fosters their adoption of climate adaptation technology. Secondly, digital extension elevates awareness of the ecological and economic benefits, thus motivating farmers to embrace climate adaptation technology. Heterogeneity analysis indicates that digital extension has a more pronounced impact on the adoption behavior of climate adaptation technology among farmers characterized by advanced digital skills, low social capital, large-scale operations, non-farm payroll status, or vulnerability to high-disaster scenarios.

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  • Mao, Hui & Chai, Yujia & Shao, Xiaoxuan & Chang, Xue, 2024. "Digital extension and farmers' adoption of climate adaptation technology: An empirical analysis of China," Land Use Policy, Elsevier, vol. 143(C).
    • Handle: RePEc:eee:lauspo:v:143:y:2024:i:c:s026483772400173x
    DOI: 10.1016/j.landusepol.2024.107220
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    1. Halleck-Vega, Solmaria & Mandel, Antoine & Millock, Katrin, 2018. "Accelerating diffusion of climate-friendly technologies: A network perspective," Ecological Economics, Elsevier, vol. 152(C), pages 235-245.
    2. Fred Mawunyo Dzanku & Robert Darko Osei & Paul Kwame Nkegbe & Isaac Osei-Akoto, 2022. "Information delivery channels and agricultural technology uptake: experimental evidence from Ghana," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 49(1), pages 82-120.
    3. Jenny C. Aker, 2011. "Dial “A” for Agriculture: A Review of Information and Communication Technologies for Agricultural Extension in Developing Countries - Working Paper 269," Working Papers 269, Center for Global Development.
    4. Abdul-Rahaman, Awal & Abdulai, Awudu, 2018. "Do farmer groups impact on farm yield and efficiency of smallholder farmers? Evidence from rice farmers in northern Ghana," Food Policy, Elsevier, vol. 81(C), pages 95-105.
    5. Dercon, Stefan & Christiaensen, Luc, 2011. "Consumption risk, technology adoption and poverty traps: Evidence from Ethiopia," Journal of Development Economics, Elsevier, vol. 96(2), pages 159-173, November.
    6. Nicoletta Giulivi & Aurélie P. Harou & Shriniwas Gautam & Davíd Guereña, 2023. "Getting the message out: Information and communication technologies and agricultural extension," American Journal of Agricultural Economics, John Wiley & Sons, vol. 105(3), pages 1011-1045, May.
    7. Oyakhilomen Oyinbo & Jordan Chamberlin & Tahirou Abdoulaye & Miet Maertens, 2022. "Digital extension, price risk, and farm performance: experimental evidence from Nigeria," American Journal of Agricultural Economics, John Wiley & Sons, vol. 104(2), pages 831-852, March.
    8. Raj, Renjith & Sofi, Arfat Ahmad, 2023. "Does climate change leads to severe household-level vulnerability? Evidence from the Western Ghats of Kerala, India," Land Use Policy, Elsevier, vol. 130(C).
    9. Kyle Emerick & Alain de Janvry & Elisabeth Sadoulet & Manzoor H. Dar, 2016. "Technological Innovations, Downside Risk, and the Modernization of Agriculture," American Economic Review, American Economic Association, vol. 106(6), pages 1537-1561, June.
    10. Luo, Kang & Liu, Yaobin & Chen, Pei-Fen & Zeng, Mingli, 2022. "Assessing the impact of digital economy on green development efficiency in the Yangtze River Economic Belt," Energy Economics, Elsevier, vol. 112(C).
    11. Li Zhou & Fan Zhang & Shudong Zhou & Calum G. Turvey, 2020. "The peer effect of training on farmers' pesticides application: a spatial econometric approach," China Agricultural Economic Review, Emerald Group Publishing Limited, vol. 12(3), pages 481-505, June.
    12. Zhang, Biao & Fu, Zetian & Wang, Jieqiong & Zhang, Lingxian, 2019. "Farmers’ adoption of water-saving irrigation technology alleviates water scarcity in metropolis suburbs: A case study of Beijing, China," Agricultural Water Management, Elsevier, vol. 212(C), pages 349-357.
    13. Amadu, Festus O. & McNamara, Paul E. & Miller, Daniel C., 2020. "Understanding the adoption of climate-smart agriculture: A farm-level typology with empirical evidence from southern Malawi," World Development, Elsevier, vol. 126(C).
    14. Aminou Arouna & Jeffrey D. Michler & Wilfried G. Yergo & Kazuki Saito, 2021. "One Size Fits All? Experimental Evidence on the Digital Delivery of Personalized Extension Advice in Nigeria," American Journal of Agricultural Economics, John Wiley & Sons, vol. 103(2), pages 596-619, March.
    15. Rurinda, Jairos & Zingore, Shamie & Jibrin, Jibrin M. & Balemi, Tesfaye & Masuki, Kenneth & Andersson, Jens A. & Pampolino, Mirasol F. & Mohammed, Ibrahim & Mutegi, James & Kamara, Alpha Y. & Vanlauwe, 2020. "Science-based decision support for formulating crop fertilizer recommendations in sub-Saharan Africa," Agricultural Systems, Elsevier, vol. 180(C).
    16. Kolko, Jed, 2012. "Broadband and local growth," Journal of Urban Economics, Elsevier, vol. 71(1), pages 100-113.
    17. Mi, Qiao & Li, Xiandong & Li, Xianmei & Yu, Guoxin & Gao, Jianzhong, 2021. "Cotton farmers' adaptation to arid climates: Waiting times to adopt water-saving technology," Agricultural Water Management, Elsevier, vol. 244(C).
    18. Alauddin, Mohammad & Rashid Sarker, Md. Abdur & Islam, Zeenatul & Tisdell, Clement, 2020. "Adoption of alternate wetting and drying (AWD) irrigation as a water-saving technology in Bangladesh: Economic and environmental considerations," Land Use Policy, Elsevier, vol. 91(C).
    19. Autio, Antti & Johansson, Tino & Motaroki, Lilian & Minoia, Paola & Pellikka, Petri, 2021. "Constraints for adopting climate-smart agricultural practices among smallholder farmers in Southeast Kenya," Agricultural Systems, Elsevier, vol. 194(C).
    20. Fei Ji & Zhaohua Wu & Jianping Huang & Eric P. Chassignet, 2014. "Evolution of land surface air temperature trend," Nature Climate Change, Nature, vol. 4(6), pages 462-466, June.
    21. Harou, Aurélie P. & Madajewicz, Malgosia & Michelson, Hope & Palm, Cheryl A. & Amuri, Nyambilila & Magomba, Christopher & Semoka, Johnson M. & Tschirhart, Kevin & Weil, Ray, 2022. "The joint effects of information and financing constraints on technology adoption: Evidence from a field experiment in rural Tanzania," Journal of Development Economics, Elsevier, vol. 155(C).
    22. Ngango, Jules & Hong, Seungjee, 2021. "Impacts of land tenure security on yield and technical efficiency of maize farmers in Rwanda," Land Use Policy, Elsevier, vol. 107(C).
    23. Tewodaj Mogues & Michael Carter, 2005. "Social capital and the reproduction of economic inequality in polarized societies," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 3(3), pages 193-219, December.
    24. Bekele Shiferaw & Tewodros Kebede & Menale Kassie & Monica Fisher, 2015. "Market imperfections, access to information and technology adoption in Uganda: challenges of overcoming multiple constraints," Agricultural Economics, International Association of Agricultural Economists, vol. 46(4), pages 475-488, July.
    25. Fisher, Monica & Kandiwa, Vongai, 2014. "Can agricultural input subsidies reduce the gender gap in modern maize adoption? Evidence from Malawi," Food Policy, Elsevier, vol. 45(C), pages 101-111.
    26. Nakano, Yuko & Tsusaka, Takuji W. & Aida, Takeshi & Pede, Valerien O., 2018. "Is farmer-to-farmer extension effective? The impact of training on technology adoption and rice farming productivity in Tanzania," World Development, Elsevier, vol. 105(C), pages 336-351.
    27. Yang, Xin & Zhou, Xiaohe & Deng, Xiangzheng, 2022. "Modeling farmers’ adoption of low-carbon agricultural technology in Jianghan Plain, China: An examination of the theory of planned behavior," Technological Forecasting and Social Change, Elsevier, vol. 180(C).
    28. Bai, Junfei & Xu, Zhigang & Qiu, Huanguang & Liu, Haiyan, 2015. "Optimising seed portfolios to cope ex ante with risks from bad weather: evidence from a recent maize farmer survey in China," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 59(2), April.
    29. Jonasson, Erik & Helfand, Steven M., 2010. "How Important are Locational Characteristics for Rural Non-agricultural Employment? Lessons from Brazil," World Development, Elsevier, vol. 38(5), pages 727-741, May.
    30. Beck, Thorsten & Pamuk, Haki & Ramrattan, Ravindra & Uras, Burak R., 2018. "Payment instruments, finance and development," Journal of Development Economics, Elsevier, vol. 133(C), pages 162-186.
    31. Jenny C. Aker, 2011. "Dial “A” for agriculture: a review of information and communication technologies for agricultural extension in developing countries," Agricultural Economics, International Association of Agricultural Economists, vol. 42(6), pages 631-647, November.
    32. Scognamillo, Antonio & Sitko, Nicholas J., 2021. "Leveraging social protection to advance climate-smart agriculture: An empirical analysis of the impacts of Malawi’s Social Action Fund (MASAF) on farmers’ adoption decisions and welfare outcomes," World Development, Elsevier, vol. 146(C).
    33. Teklewold, Hailemariam & Gebrehiwot, Tagel & Bezabih, Mintewab, 2019. "Climate smart agricultural practices and gender differentiated nutrition outcome: An empirical evidence from Ethiopia," World Development, Elsevier, vol. 122(C), pages 38-53.
    34. Cai, Jinyang & Chen, Yiming & Hu, Ruifa & Wu, Mingyin & Shen, Zhiyang, 2022. "Discovering the impact of farmer field schools on the adoption of environmental-friendly technology," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
    35. Ayalew, Hailemariam & Chamberlin, Jordan & Newman, Carol, 2022. "Site-specific agronomic information and technology adoption: A field experiment from Ethiopia," Journal of Development Economics, Elsevier, vol. 156(C).
    36. Khan, Imran & Lei, Hongdou & Shah, Irshad Ali & Ali, Imad & Khan, Inayat & Muhammad, Ihsan & Huo, Xuexi & Javed, Tehseen, 2020. "Farm households’ risk perception, attitude and adaptation strategies in dealing with climate change: Promise and perils from rural Pakistan," Land Use Policy, Elsevier, vol. 91(C).
    37. Adnan, Nadia & Nordin, Shahrina Md & Ali, Murad, 2018. "A solution for the sunset industry: Adoption of Green Fertiliser Technology amongst Malaysian paddy farmers," Land Use Policy, Elsevier, vol. 79(C), pages 575-584.
    38. 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.
    39. Adjognon, Serge G. & Liverpool-Tasie, Lenis Saweda O. & Reardon, Thomas A., 2017. "Agricultural input credit in Sub-Saharan Africa: Telling myth from facts," Food Policy, Elsevier, vol. 67(C), pages 93-105.
    40. Abate, Gashaw T. & Abay, Kibrom A. & Chamberlin, Jordan & Kassim, Yumna & Spielman, David J. & Paul Jr Tabe-Ojong, Martin, 2023. "Digital tools and agricultural market transformation in Africa: Why are they not at scale yet, and what will it take to get there?," Food Policy, Elsevier, vol. 116(C).
    41. Kreft, Cordelia & Huber, Robert & Wuepper, David & Finger, Robert, 2021. "The role of non-cognitive skills in farmers' adoption of climate change mitigation measures," Ecological Economics, Elsevier, vol. 189(C).
    42. Adams, Abdulai & Jumpah, Emmanuel Tetteh & Caesar, Livingstone Divine, 2021. "The nexuses between technology adoption and socioeconomic changes among farmers in Ghana," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
    43. Daum, Thomas & Villalba, Roberto & Anidi, Oluwakayode & Mayienga, Sharon Masakhwe & Gupta, Saurabh & Birner, Regina, 2021. "Uber for tractors? Opportunities and challenges of digital tools for tractor hire in India and Nigeria," World Development, Elsevier, vol. 144(C).
    44. 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.
    45. Nassul Ssentamu Kabunga & Thomas Dubois & Matin Qaim, 2012. "Heterogeneous information exposure and technology adoption: the case of tissue culture bananas in Kenya," Agricultural Economics, International Association of Agricultural Economists, vol. 43(5), pages 473-486, September.
    46. Madhu Khanna, 2001. "Sequential Adoption of Site-Specific Technologies and its Implications for Nitrogen Productivity: A Double Selectivity Model," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 83(1), pages 35-51.
    47. Saptutyningsih, Endah & Diswandi, Diswandi & Jaung, Wanggi, 2020. "Does social capital matter in climate change adaptation? A lesson from agricultural sector in Yogyakarta, Indonesia," Land Use Policy, Elsevier, vol. 95(C).
    48. Qiao, Guanghua & Zhao, Lijuan & Klein, K.K., 2009. "Water user associations in Inner Mongolia: Factors that influence farmers to join," Agricultural Water Management, Elsevier, vol. 96(5), pages 822-830, May.
    49. Auffhammer, Maximilian, 2022. "Climate Adaptive Response Estimation: Short and long run impacts of climate change on residential electricity and natural gas consumption," Journal of Environmental Economics and Management, Elsevier, vol. 114(C).
    50. Quiroga, Sonia & Suárez, Cristina & Diego Solís, Juan & Martinez-Juarez, Pablo, 2020. "Framing vulnerability and coffee farmers’ behaviour in the context of climate change adaptation in Nicaragua," World Development, Elsevier, vol. 126(C).
    51. Sarr, Mare & Bezabih Ayele, Mintewab & Kimani, Mumbi E. & Ruhinduka, Remidius, 2021. "Who benefits from climate-friendly agriculture? The marginal returns to a rainfed system of rice intensification in Tanzania," World Development, Elsevier, vol. 138(C).
    52. Li Zhou & Fan Zhang & Shudong Zhou & Calum G. Turvey, 2020. "The peer effect of training on farmers' pesticides application: a spatial econometric approach," China Agricultural Economic Review, Emerald Group Publishing Limited, vol. 12(3), pages 481-505, June.
    53. David M.A. Murphy & Dries Roobroeck & David R. Lee & Janice Thies, 2020. "Underground Knowledge: Estimating the Impacts of Soil Information Transfers Through Experimental Auctions†," American Journal of Agricultural Economics, John Wiley & Sons, vol. 102(5), pages 1468-1493, October.
    54. Martey, Edward & Kuwornu, John K.M., 2021. "Perceptions of Climate Variability and Soil Fertility Management Choices Among Smallholder Farmers in Northern Ghana," Ecological Economics, Elsevier, vol. 180(C).
    55. Pan, Dan & Zhang, Ning, 2018. "The Role of Agricultural Training on Fertilizer Use Knowledge: A Randomized Controlled Experiment," Ecological Economics, Elsevier, vol. 148(C), pages 77-91.
    56. Maia, Alexandre Gori & Miyamoto, Bruno César Brito & Garcia, Junior Ruiz, 2018. "Climate Change and Agriculture: Do Environmental Preservation and Ecosystem Services Matter?," Ecological Economics, Elsevier, vol. 152(C), pages 27-39.
    57. Liu, Elaine M. & Huang, JiKun, 2013. "Risk preferences and pesticide use by cotton farmers in China," Journal of Development Economics, Elsevier, vol. 103(C), pages 202-215.
    58. Kelvin Mashisia Shikuku & Janneke Pieters & Erwin Bulte & Peter Läderach, 2019. "Incentives and the Diffusion of Agricultural Knowledge: Experimental Evidence from Northern Uganda," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 101(4), pages 1164-1180.
    59. Castells-Quintana, David & del Pilar Lopez-Uribe, Maria & McDermott, Thomas K.J., 2018. "A review of adaptation to climate change through a development economics lens," Working Papers 309605, National University of Ireland, Galway, Socio-Economic Marine Research Unit.
    60. Twecan, Dalson & Wang, Weiguang & Xu, Junzeng & Mohmmed, Alnail, 2022. "Climate change vulnerability, adaptation measures, and risk perceptions at households level in Acholi sub-region, Northern Uganda," Land Use Policy, Elsevier, vol. 115(C).
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    More about this item

    Keywords

    Digital extension; Digital credit; Cognition of ecological and economic benefits; Climate adaptation technology;
    All these keywords.

    JEL classification:

    • Q15 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - Land Ownership and Tenure; Land Reform; Land Use; Irrigation; Agriculture and Environment
    • Q12 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - Micro Analysis of Farm Firms, Farm Households, and Farm Input Markets
    • C93 - Mathematical and Quantitative Methods - - Design of Experiments - - - Field Experiments
    • D13 - Microeconomics - - Household Behavior - - - Household Production and Intrahouse Allocation

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