The study focuses on the determinants of CRATs (Climate-Resilient Agricultural Technologies) adoption in 7 ecologically diverse districts, namely, Munger, Nalanda, Nawada, Katihar, Purneia, Vaishali, and Samastipur. A stratified random sample study was able to find distinctions between small, marginal and medium sized farmers of rice-based and mixed cropping. Data on technologies such as zero/minimum tillage, crop diversification, timely sowing, crop calendar, site-specific nutrient control, laser land leveling, direct-seeded rice, and climate-resilient varieties was collected using surveys, interviews and field observations. The socio-economic and environmental variables on the adoption were measured using logistic regression, correlation analysis, and descriptive statistics. Results have shown that CRV/CSV was adopted the most with DSR and LLL becoming the least adopted initiatives. The favorable effects on adoption were observed with education, climate awareness, landholding size, residue management and investment although most of the effects were not significant.
Keywords
Climate-Resilient Agricultural Technologies, Direct Seeded Rice, Climate-Smart Varieties, Laser Land Levelling, Zero Tillage, Logistic Regression, Adoption Determinants, Smallholder Farmers, Mixed Cropping Systems, Agricultural Innovation.
E. H. Bennetzen, P. Smith, and J. R. Porter, “Decoupling of greenhouse gas emissions from global agricultural production: 1970–2050,” Global Change Biology, vol. 22, no. 2, pp. 763–781, Oct. 2015, doi: 10.1111/gcb.13120.
M. Gardezi, S. Michael, R. Stock, S. Vij, A. Ogunyiola, and A. Ishtiaque, “Prioritizing climate‐smart agriculture: An organizational and temporal review,” Wiley Interdisciplinary Reviews Climate Change, vol. 13, no. 2, Dec. 2021, doi: 10.1002/wcc.755.
G. Borsetta, A. Zovi, and S. Vittori, “Long-Term frameworks for food security and sustainability through Climate-Smart interconnected agrifood systems,” Sci, vol. 7, no. 1, p. 15, Feb. 2025, doi: 10.3390/sci7010015.
T. Begna and R. B. Wakweya, “Climate‐Smart Agriculture: Effect of climate change on food security and its mitigation strategies,” International Journal of Agronomy, vol. 2025, no. 1, Jan. 2025, doi: 10.1155/ioa/9972955.
R. Ghimire, A. Khatri-Chhetri, and N. Chhetri, “Institutional Innovations for Climate Smart Agriculture: Assessment of Climate-Smart Village Approach in Nepal,” Frontiers in Sustainable Food Systems, vol. 6, Jun. 2022, doi: 10.3389/fsufs.2022.734319.
C. Mba and F. C. Ogbonnaya, “Utilizing Plant Genetic Resources to Develop Climate Resilient Crops,” in Agricultural Biotechnology, Biodiversity and Bioresources Conservation and Utilization, 2022, pp. 373–404. doi: 10.1201/9781003178880-22.
C.-H. Yang and J. Huang, “Advancing energy storage Technologies and governance in the Asia-Pacific Region: A review of international frameworks, research insights, and regional case studies,” Energy Storage and Applications, vol. 2, no. 3, p. 8, Jun. 2025, doi: 10.3390/esa2030008.
S. Rahman and J. K. Routray, “Technological change and women’s participation in crop production in Bangladesh,” Gender Technology and Development, vol. 2, no. 2, pp. 243–267, Jul. 1998, doi: 10.1177/097185249800200204.
M. Tapp, M. Kate, S. Zhang, K. Sailunaz, and S. Neethirajan, “Adapting the Cool Farm tool for achieving Net-Zero emissions in agriculture in Atlantic Canada,” Sustainability, vol. 17, no. 21, p. 9428, Oct. 2025, doi: 10.3390/su17219428.
P. Carr, G. Gramig, and M. Liebig, “Impacts of organic zero tillage systems on crops, weeds, and soil quality,” Sustainability, vol. 5, no. 7, pp. 3172–3201, Jul. 2013, doi: 10.3390/su5073172.
T. Friedrich, “The role of no or minimum mechanical soil disturbance in Conservation Agriculture systems,” in Burleigh Dodds series in agricultural science, 2020, pp. 155–178. doi: 10.19103/as.2019.0048.04.
S. K. Singh, H. J. M. Kumar, S. Maurya, A. Kumar, S. Yadav, and D. Sah, “Direct-seeded rice: Potential benefits, constraints and prospective,” Journal of Scientific Research and Reports, vol. 30, no. 7, pp. 272–280, Jun. 2024, doi: 10.9734/jsrr/2024/v30i72143.
P. Anandajayasekeram, “The Role of Agricultural R&D within the Agricultural Innovation Systems Framework,” in Innovation in Small-Farm Agriculture, 2022, pp. 75–87. doi: 10.1201/9781003164968-10.
M. A. Hameed, S. Counsell, and S. Swift, “A conceptual model for the process of IT innovation adoption in organizations,” Journal of Engineering and Technology Management, vol. 29, no. 3, pp. 358–390, Jun. 2012, doi: 10.1016/j.jengtecman.2012.03.007.
D. Kucharavy and R. De Guio, “Application of S-shaped curves,” Procedia Engineering, vol. 9, pp. 559–572, Jan. 2011, doi: 10.1016/j.proeng.2011.03.142.
E. Martinez, Y. Polo, and C. Flavián, “The acceptance and diffusion of new consumer durables: differences between first and last adopters,” Journal of Consumer Marketing, vol. 15, no. 4, pp. 323–342, Aug. 1998, doi: 10.1108/07363769810225975.
T. Greenhalgh, G. Robert, F. Macfarlane, P. Bate, O. Kyriakidou, and R. Peacock, “Storylines of research in diffusion of innovation: a meta-narrative approach to systematic review,” Social Science & Medicine, vol. 61, no. 2, pp. 417–430, Jan. 2005, doi: 10.1016/j.socscimed.2004.12.001.
J. L. Kosarek, P. Garcia, and M. L. Morris, “Factors explaining the diffusion of hybrid maize in Latin America and the Caribbean region,” Agricultural Economics, vol. 26, no. 3, pp. 267–280, Dec. 2001, doi: 10.1111/j.1574-0862.2001.tb00069.x.
L. Asprooth, M. Norton, and R. Galt, “Transforming the Corn Belt: A recipe for collaborative, farmer-driven research and diffusion of innovation,” Journal of Rural Studies, vol. 103, p. 103133, Sep. 2023, doi: 10.1016/j.jrurstud.2023.103133.
R. Prins, P. C. Verhoef, and P. H. Franses, “The impact of adoption timing on new service usage and early disadoption,” International Journal of Research in Marketing, vol. 26, no. 4, pp. 304–313, Sep. 2009, doi: 10.1016/j.ijresmar.2009.07.002.
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Meena Trivedi
G. B. Pant University of Agriculture and Technology, Pantnagar, Tanda Range, Uttarakhand 263145.
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Meena Trivedi, “Statistical Evidence on the Adoption of Climate Smart Agriculture Across Diverse Farming Systems”, Journal of Smart and Sustainable Farming, pp. 181-195, 2025, doi: 10.64026/JSSF/2025018.