Descriptive statistics
The descriptive statistics of the independent variables used in the model are presented in Table 1. The average age of farmers is 41.69 years, suggesting that most of the farmers are in their middle age. The mean education of the primary farmer is 5.32 years, suggesting that the majority of farmers possess a primary level education and may have a lower level of formal education qualification. The mean family size exceeds the national average of four by 4.63 (
BBS, 2022). Furthermore, the results reveal that only 34% of the farmers cultivate their own land, while the remaining farmers are classified as tenant farmers. The proportion of farmers who obtained training in farming activities was about 9%. The findings indicated that there is significant potential for launching training programs in the study areas. Furthermore, the results reveal that only 23% of farmers obtained agricultural credit from various sources including banks and NGOs. Prior research has indicated that agricultural households in Bangladesh frequently face challenges in accessing credit
(Moniruzzaman et al., 2023), which could impede the adoption of effective adaptation strategies.
The state of farmers’ adaptation strategies
Despite the prevalence of CC events like drought in the study areas, the farmers have not yet adequately adopted adaptation strategies to meet their expectations. The existing literature has also indicated that the adoption of adaptation strategies to drought in Bangladesh is somewhat limited (
Ghosh et al., 2015;
Roy et al., 2020). The previous studies categorized the adaptation strategies into five principal groups: (i) Climate-resilient crop varieties, (ii) Crop diversification, (iii) Improved agronomic practices, (iv) Income diversification and (v) Irrigation enhancement
(Ahmed et al., 2021). Our analysis revealed that farmers adopted a total of nine adaptation strategies across five groups, of which five were to improvements in agronomic practices. Table 2 represents the proportion of farmers who have adopted different adaptation strategies in the selected study areas. Most farmers (74%) have augmented the frequency of irrigation in order to alle
viate the water scarcity resulting from drought. This has been achieved by excavating ponds to retain rainwater for irrigation and operating shallow and deep-water pumps to extract water from the ground. This result is in line with the findings of
Hossain et al., (2016), which indicated that adaptation measures such as re-excavation of ponds are appropriate for farmers who own their own ponds. The vast majority of farmers (57.3%) reported applying organic fertilizer, specifically cow dung and compost, which enhances soil water retention and thereby stimulates crop growth in drought conditions. Approximately 49.3% of farmers chose to engage in ‘non-farm activities’ alongside their farming activities to boost their income and overcome difficult circumstances. Petty business, van or auto rickshaw driving, day labor, services were the most prevalent non-farm economic activities observed in the study areas. As an adaptation strategy, around 24.7% of the farmers turned for drought-tolerant varieties of rice such as BRRI dhan 56 and BRRI dhan 57. However, rather than relying solely on rice, a significant proportion of farmers also adopted other innovative strategies such as crop diversification (38.7%) as an adaptation strategy. The farmers generally grow maize, potatoes, onions and other crops rather than rice because rice farming requires extra water. Crop diversification aids in mitigating uncertainty and enhancing soil fertility
(Dabesa et al., 2022). Approximately 40% of farmers are altering the crop calendar by planting rice one to two weeks earlier than the recommended date to mitigate the adverse effects of drought. A prior study indicated that farmers exhibited a preference for innovative methods such as crop diversification over monoculture of rice
(Islam et al., 2019).
The results further indicated that approximately 38% of farmers in the study areas adopted three out of the 9 strategies for adaptation to address the drought scenario (Fig 2). Approximately 44% of farmers in Nachole upazila adopted three adaptation strategies, whereas around 32% adopted such strategies in Tanore upazila. The results indicate that the levels of adaptation strategies adoption rate were almost identical in both upazilas.
Determinants of farmers’ adaptation strategies
Before running the final model, the study assessed multicollinearity among independent variables by variance inflation factor (VIF). The calculated VIF is within the range of 1.05-2.60, indicating there is no multicollinearity issue. The LR chi-square statistics illustrate the model’s potent explanatory potential (Table 3).
The positive and significant co-efficient of gender suggests that the difference in the logs of expected counts is 1.36 unit higher for male farmers compared to their counterparts. The finding is in line with earlier studies that revealed that gender of the primary farmers is a significant driver of the adoption of strategies for adaptation
(Deressa et al., 2009; Khan et al., 2022). Nevertheless, it does not mean that women have a reduced inclination to adopt. Since males are the default head and main decision maker of households in Bangladesh; consequently, the adoption rate is better in households where males are the primary farmer.
A positive and significant coefficient of education indicates that for each unit of rise in a farmer’s education (year of schooling), the difference in the logs of expected counts is expected to increase by 0.03 unit. One possible explanation for this is that education enhances knowledge and the readiness to financially support any emerging technology. When the primary farmer of a household is educated his/her inclination towards adaptation strategies increases. Several previous studies also find the similar findings
(Deressa et al., 2009; Alauddin and Sarker, 2014;
Quraishi, 2021;
Mohanraj et al., 2024).
The positive coefficient of training indicates that the difference in the logs of expected counts is 0.21 unit higher for farmers who have received training compared to farmers who did not receive any training. In this study, we found that only a small proportion of the farmers received agricultural training. Given adequate training, farmers’ decision-making capacity can be enhanced to a certain degree. Hence, it is imperative for relevant authorities to organize regular field days, community-based education and training programs to enhance the knowledge of farmers and ensure the provision of necessary extension services.
The coefficient of credit indicates that the difference in the logs of expected counts is 0.28 unit higher for farmers who have received agricultural credit in comparison to farmers who have not received agricultural credit. The finding is in line with several previous studies
(Kabir et al., 2017; Quraishi, 2021). In general, farming households in Bangladesh face several challenges, such as insufficient income or capital availability. Consequently, the provision of financial resources can enhance the inclination to invest in adaptation strategies, hence boosting the rate of adoption. Hence, financial institutions could consider broadening their credit services to ensure that a larger number of households can avail themselves of their credit.
Stated barriers to adoption of adaptation strategies
The majority of respondents (73.33%) encountered substantial difficulties with irrigation water usage (Table 4). Prior research has indicated that the limited availability of irrigation water caused by reduced rainfall and depletion of groundwater is a significant issue in regions susceptible to drought
(Ahmed et al., 2019). Nevertheless, farmers still need to oversee the management of irrigation water for agricultural purposes, resulting in higher production costs and thus decreased profitability. Approximately 47.3% of farmers indicated that limited availability of finance facilities is another challenge they encounter while implementing adaptation strategies. The exorbitant interest rates, demands for collateral and intricate documentation pose significant challenges for farmers seeking access to conventional credit from banks. Approximately 42.6% of farmers revealed that the main obstacle they encountered during the process of adaptation was the insufficient provision of extension services. By virtue of the absence of extension services, they were deprived of the necessary information and opportunities for capacity building that are essential for adoption.