Modeling of Farmers’ Preferences towards Climate-Smart Agriculture Using Conjoint Analysis
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Keywords:
Conjoint Analysis, Farmer's Preferences, Climate Smart Agriculture, Adaptation, Sustainable AgricultureAbstract
Climate change poses a significant threat to agricultural productivity, particularly for smallholder farmers in India. The study utilized a mixed-method approach, which involved 150 farmers and expert consultations from Punjab and Uttar Pradesh states related to the domain in the year 2024-25. Farmers' preferences were studied using CSA attributes: productivity, adaptation, and mitigation, deploying the conjoint analysis. It was found that the farmers are continuously affected by the dynamic weather conditions, causing irregular rainfall to impact crop health and eventually crop yield. Although awareness related to CSA was present but its adoption was very low due to the absence of infrastructure and technology. A gap was found between the recommendation of the experts related to integrated and efficient nutrient management and the farmers' adoption level. As a result of the conjoint analysis, it was found that the adaptation attribute was highly favoured by the farmers, followed by the other two, i.e., mitigation and productivity. The reliability of the model was supported by Pearson’s R (0.934) and Kendall’s tau (0.856), which revealed a strong connection between the prediction and the actual preferences.
References
Andati, P., Majiwa, E., Ngigi, M., R. Mbeche, R., & Ateka, J. (2023). Effect of climate-smart agriculture technologies on crop yields: Evidence from potato production in Kenya. Climate Risk Management, 41. https://doi.org/10.1016/j.crm.2023.100539.
Asenahabi, B. M., & Ikoha, P. A. (2023). Scientific research sample size determination. The International Journal of Science & Technoledge, 7(11). https://www.internationaljournalcorner.com/index.php/theijst/article/view/173085
Ashoka, N., Harshavardhan, M., Hongal, S., Meti, S., Raju, R., Patil, G. I., & Shashidhara, N. (2022). Farmers’ acuity on climate change in the central dry zone of Karnataka. Indian Journal of Extension Education, 58(3), 136-141. https://epubs.icar.org.in/index.php/IJEE/article/view/125123
Bhatnagar, S., Chaudhary, R., Sharma, S., Janjhua, Y., Thakur, P., Sharma, P., & Keprate, A. (2024). Exploring the dynamics of climate-smart agricultural practices for sustainable resilience in a changing climate. Environmental and Sustainability Indicators, 24. https://doi.org/10.1016/j.indic.2024.100535.
Das, S., & Paul, S. (2021). An assessment of cultivators' perception about climate change and its-induced adaptation practices in agriculture of Cooch Behar Sadar sub-division, West Bengal, India. Applied Ecology and Environmental Sciences, 9(2), 271-279. https://pubs.sciepub.com/aees/9/2/19/index.html
Djufry, F., Wulandari, S., & Villano, R. (2022). Climate smart agriculture implementation on coffee smallholders in Indonesia and strategy to accelerate. Land, 11(7), 1112. https://www.mdpi.com/2073-445X/11/7/1112
Mahto, R. K., Deepak Sharma, D., John, R., & Putcha, C. (2021). Agrivoltaics: a climate-smart agriculture approach for Indian farmers. Land, 10(11), 1277. https://www.mdpi.com/2073-445X/10/11/1277
Malarkodi, M., Kanaka, S., Premavathi, P., Tamilselvi, C., Agila, R., & Sridhar, P. (2023). Cultivating adaptation: a study of FPO farmer preferences for climate-smart training in the western zone of Tamil Nadu, India. Asian Journal of Agricultural Extension, Economics & Sociology, 41 (12), 246-52. https://journalajaees.com/index.php/AJAEES/article/view/2325
Meena, D. C., Kumari, M., Kishore, P., & Bangararaju, S. V. (2023). Do socio-economic conditions and personal behaviour influence the adoption of climate change mitigating measures? Indian Journal of Extension Education, 59(2), 22-25. https://epubs.icar.org.in/index.php/IJEE/article/view/132323
Mo, T., Lee, H., Oh, S., Lee, H., & Kim, B. H. S. (2023). Economic efficiency of climate smart agriculture technology: case of agrophotovoltaics. Land, 12(1), 90. https://www.mdpi.com/2073-445X/12/1/90
Mosso, C., Pons, D., & Beza-Beza, C. (2022). A long way towards climate smart agriculture: the importance of addressing gender inequity in the agricultural sector of Guatemala. Land, 11(8), 1268. https://www.mdpi.com/2073-445X/11/8/1268
Ndue, K., & Pal, G. (2022). Life cycle assessment perspective for sectoral adaptation to climate change: environmental impact assessment of pig production. Land, 11(6), 827. https://www.mdpi.com/2073-445X/11/6/827
Raghuvashi, R., & Ansari, M. A. (2020). Farmers’ vulnerability to climate change: a study in the north Himalayan region of Uttarakhand, India. Indian Journal of Extension Education, 56(4), 1-8. https://epubs.icar.org.in/index.php/IJEE/article/view/108399
Rampa, A., Yiorgos Gadanakis, Y., & Rose, G. (2020). Land reform in the era of global warming-can land reforms help agriculture be climate-smart? Land, 9, 471. https://www.mdpi.com/2073-445X/9/12/471
Ravindera, R., & Singh, A. (2019). Farmers’ perception and adoption of abiotic stress tolerant rice varieties in rain-fed lowlands of north-eastern Uttar Pradesh. Indian Journal of Extension Education, 55(4), 19-24. https://epubs.icar.org.in/index.php/IJEE/article/view/108015
Sarker, J. R., Roy, S. S., & Roy, M. (2025). Evaluating agricultural decision-making: a systematic review of discrete choice experiments and producers’ preferences. World Development Sustainability, 7. https://doi.org/10.1016/j.wds.2025.100231
Shanabhoga, M. B., Bommaiah, K., Suresh, S. V., Dechamma, S., & Kumar, R. V. (2023). Climate change adaptation constraints among paddy growing farmers in Kalyana-Karnataka region of Karnataka state: climate change adaptation constraints among paddy growing farmers. Indian Journal of Extension Education, 59(2), 124-127. https://epubs.icar.org.in/index.php/IJEE/article/view/132326
Sharma, K., Dhaliwal, N. S., & Bishnoi, C. (2021). Adoption status of improved crop production practices in Bt-cotton in Sri Muktsar Sahib, Punjab. Indian Journal of Extension Education, 57(2), 63-68. https://epubs.icar.org.in/index.php/IJEE/article/view/111677
Shitu A.G. & Nain M.S. (2024). Benefits of precision conservation agriculture practices as perceived by Indo-Gangetic Plain (IGP) community for climate-smart agriculture, SKUAST Journal of Research 26(2): 219-226, https://doi.org/10.5958/2349-297X.2024.00029.2
Sodhi, G. P. S., Singh, R. K., Dhillon, G. S., Ahuja, S., Kaur, A., Sunidhi, Kaur, T., Murai, A.S., Singh, R., & Kaur, S. (2023). Adoption behaviour of climate-resilient agricultural practices in Punjab under the NICRA project. Indian Journal of Extension Education, 59(2), 46-50. https://epubs.icar.org.in/index.php/IJEE/article/view/134044
Vatsa, P., Ma, W., Zheng, H., & Li, J. (2023). Climate-smart agricultural practices for promoting sustainable agrifood production: Yield impacts and implications for food security. Food Policy, 121. https://doi.org/10.1016/j.foodpol.2023.102551.
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