Regional Sustainability ›› 2026, Vol. 7 ›› Issue (2): 100334.doi: 10.1016/j.regsus.2026.100334
• Research article • Previous Articles Next Articles
Sourakanti SARKARa,b, Aishi MUKHERJEEc, Auindrila BISWASa, Subrata GORAINd, Bimal BERAa, Anmol GIRIa, Malini ROY CHOUDHURYe,f, Suman DUTTAg, Sumanta DASe,f,*(
)
Received:2025-02-25
Revised:2025-07-14
Accepted:2026-03-04
Published:2026-04-30
Online:2026-03-17
Contact:
* E-mail address: sumanta.das@uq.net.au (Sumanta DAS).
Sourakanti SARKAR, Aishi MUKHERJEE, Auindrila BISWAS, Subrata GORAIN, Bimal BERA, Anmol GIRI, Malini ROY CHOUDHURY, Suman DUTTA, Sumanta DAS. Evaluating farmers’ strategies and socioeconomic drivers for adaptation to climate uncertainty: A case study in the Himalayan region of West Bengal, India[J]. Regional Sustainability, 2026, 7(2): 100334.
Table 1
Sociodemographic characteristics of the respondents."
| Characteristic | Frequency | Percentage of respondents (%) | |
|---|---|---|---|
| Age | Young (20-40 years old) | 144 | 38.92 |
| Middle-aged (41-60 years old) | 158 | 42.70 | |
| Elderly (>60 years old) | 68 | 18.37 | |
| Education | Illiterate | 7 | 1.90 |
| Primary | 137 | 37.02 | |
| Secondary | 154 | 41.62 | |
| Post-secondary | 72 | 19.45 | |
| Household size | Small (≤3 persons) | 140 | 37.83 |
| Middle (4-6 persons) | 162 | 43.78 | |
| Large (7-9 persons) | 68 | 18.37 | |
| Gender | Male | 215 | 58.10 |
| Female | 155 | 41.89 | |
| Caste category | Un-reserved | 161 | 43.51 |
| Reserved | 209 | 56.49 | |
| Average landholding size | Marginal (≤1.00 hm2) | 204 | 55.13 |
| Small (1.00-2.00 hm2) | 136 | 36.76 | |
| Semi-medium (2.00-4.00 hm2) | 30 | 8.10 | |
Table 2
Description of the determinants and their anticipated relationship with adaptation strategies."
| Variable | Description | Anticipated relationship with adaptation strategies | Source |
|---|---|---|---|
| Age | Continuous (in years) | + | Abid et al. ( |
| Gender | Dummy (male: 1 and female: 0) | + | Pello et al. ( |
| Marital status | Dummy (married: 1 and otherwise: 0) | + | Atube et al. ( |
| Education | Dummy (illiterate: 0, literate: 1, primary: 2, secondary: 3, and post-secondary: 4) | + | Ali and Erenstein ( |
| Caste category | Dummy (unreserved: 0 and reserved: 1) | NA | No reference available |
| Average landholding size | Continuous (in hm2) | + | Ravera et al. ( |
| Household size | Continuous (in numbers) | + | Patel et al. ( |
| Dependency ratio | Continuous (in %) | - | Pandey and Jha ( |
| Access to credit | Dummy (yes: 1 and no: 0) | + | Chepkoech et al. ( |
| Access to the nearby market | Dummy (yes: 1 and no: 0) | + | Pello et al. ( |
| Access to daily weather forecast information | Dummy (yes: 1 and no: 0) | + | No reference available |
Table 3
Severity index (SI) percentage of farmers’ perceptions of climatic events."
| Event | Description | SA | A | MA | D | SD | SI (%) |
|---|---|---|---|---|---|---|---|
| Acquainted with the term ‘climate change’ | Frequency | 108 | 169 | 76 | 10 | 7 | 80.42 |
| Percentage (%) | 29.19 | 45.68 | 20.54 | 2.70 | 1.89 | ||
| Do you feel climate change happening in real? | Frequency | 63 | 178 | 72 | 27 | 30 | 69.91 |
| Percentage (%) | 17.03 | 48.11 | 19.46 | 7.30 | 8.11 | ||
| Irregular rainfall patterns and highly erratic rainfall | Frequency | 96 | 88 | 72 | 64 | 50 | 62.52 |
| Percentage (%) | 25.94 | 23.78 | 19.45 | 17.29 | 13.51 | ||
| A decline in the number of rainy days | Frequency | 88 | 108 | 86 | 68 | 20 | 66.91 |
| Percentage (%) | 23.78 | 29.19 | 23.24 | 18.38 | 5.40 | ||
| Late in the onset of the monsoon | Frequency | 78 | 66 | 139 | 36 | 51 | 60.18 |
| Percentage (%) | 21.08 | 17.84 | 37.57 | 9.73 | 13.78 | ||
| Decrease in the duration of the winter season | Frequency | 41 | 70 | 183 | 74 | 29 | 59.45 |
| Percentage (%) | 11.08 | 18.92 | 49.46 | 20 | 7.84 | ||
| Increase in temperature | Frequency | 124 | 82 | 110 | 28 | 26 | 72.31 |
| Percentage (%) | 33.51 | 22.16 | 29.73 | 7.57 | 7.03 | ||
| Increase in weather extremes | Frequency | 141 | 75 | 105 | 26 | 23 | 74.87 |
| Percentage (%) | 38.11 | 20.27 | 28.38 | 7.03 | 6.22 |
Table 4
SI percentage according to the farmers’ understanding of the consequences of climate change."
| Statement | Description | SA | A | MA | D | SD | SI (%) |
|---|---|---|---|---|---|---|---|
| Reducing agricultural yield and low farm income | Frequency | 98 | 135 | 107 | 18 | 12 | 75.16 |
| Percentage (%) | 26.48 | 36.49 | 28.92 | 4.87 | 3.24 | ||
| Drying up of surface water bodies | Frequency | 31 | 77 | 188 | 42 | 32 | 56.46 |
| Percentage (%) | 8.37 | 20.81 | 50.81 | 11.35 | 8.64 | ||
| Increasing incidence of pest and disease attacks | Frequency | 101 | 104 | 110 | 30 | 25 | 70.56 |
| Percentage (%) | 27.29 | 28.10 | 29.72 | 8.11 | 6.76 | ||
| Forest degradation | Frequency | 14 | 38 | 198 | 62 | 58 | 45.87 |
| Percentage (%) | 3.78 | 10.27 | 53.51 | 16.76 | 15.67 | ||
| Food shortage | Frequency | 18 | 30 | 127 | 143 | 52 | 40.83 |
| Percentage (%) | 4.86 | 8.12 | 34.32 | 38.66 | 14.05 | ||
| Increasing the incidence of farmers’ indebtedness | Frequency | 18 | 17 | 202 | 74 | 59 | 43.90 |
| Percentage (%) | 4.86 | 4.59 | 54.59 | 20 | 15.95 | ||
| Increasing migration to the city | Frequency | 41 | 88 | 107 | 98 | 36 | 54.05 |
| Percentage (%) | 11.08 | 23.78 | 28.92 | 26.48 | 9.73 | ||
| Incidence of farmers’ suicide in the distress year | Frequency | 0 | 0 | 158 | 149 | 63 | 33.96 |
| Percentage (%) | 0.00 | 0.00 | 42.71 | 40.27 | 17.03 |
Table 5
Adaptation index (AI) values of different adaptation and mitigation strategies taken up by sampled farmers."
| Strategy | AI value | Ranking |
|---|---|---|
| Adoption of improved varieties | 0.388 | 13 |
| Changing the timing of agricultural operations | 0.518 | 7 |
| Shift in total cultivation | 0.371 | 14 |
| Adopting intercropping and mixed cropping systems | 0.613 | 1 |
| Shift towards non-farm employment | 0.608 | 2 |
| Adoption of the integrated farming system model | 0.600 | 3 |
| Using rainwater harvesting techniques | 0.442 | 11 |
| Using water-efficient irrigation techniques | 0.408 | 12 |
| Partial sale of livestock in a distress year | 0.529 | 6 |
| Using soil moisture conservation techniques | 0.492 | 9 |
| Using organic and compost fertilizers | 0.533 | 5 |
| Rescheduling loan repayment | 0.508 | 8 |
| Availing crop insurance services | 0.488 | 10 |
| Participating in rural employment schemes | 0.558 | 4 |
Table 6
Socioeconomic factors affecting adaptation strategies."
| Independent variable | Regression coefficient | Standard error | Odds ratio | VIF | Marginal effect |
|---|---|---|---|---|---|
| Age | -0.09* | 0.03 | 0.91 | 1.47 | -0.02 |
| Gender | -0.76** | 0.42 | 0.47 | 1.18 | -0.17 |
| Marital status | 0.84 | 0.57 | 2.32 | 1.48 | 0.19 |
| Education | 0.38** | 0.18 | 1.46 | 1.14 | 0.08 |
| Cast category | 0.01 | 0.45 | 1.00 | 1.08 | 0.00 |
| Household size | 0.06 | 0.13 | 1.07 | 1.42 | 0.01 |
| Access to the nearby market | 0.38 | 0.28 | 1.45 | 1.27 | 0.08 |
| Average landholding size | 1.21* | 0.45 | 3.22 | 1.20 | 0.26 |
| Access to credit | 0.03 | 0.08 | 1.79 | 1.07 | 0.01 |
| Dependency ratio | -0.01 | 0.01 | 0.99 | 1.32 | 0.00 |
| Access to daily weather forecast information | 1.92* | 0.48 | 7.12 | 1.29 | 0.42 |
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