Regional Sustainability ›› 2025, Vol. 6 ›› Issue (6): 100280.doi: 10.1016/j.regsus.2025.100280cstr: 32279.14.REGSUS.20250042
• Full Length Article • Previous Articles
Yadeta BEDASAa,*(
), Adeba GEMECHUa, Amsalu BEDEMOb
Received:2025-02-13
Revised:2025-08-21
Accepted:2025-12-15
Published:2025-12-31
Online:2026-01-08
Contact:
* E-mail address: Yadeta BEDASA, Adeba GEMECHU, Amsalu BEDEMO. Combined adoption decisions of climate-smart agriculture and their impacts on maize yield in western Ethiopia[J]. Regional Sustainability, 2025, 6(6): 100280.
Table 1
Description of the variables used in the multinomial endogenous switching regression (MESR) model."
| Variable | Definition | Unit |
|---|---|---|
| Maize yield | Total amount of maize yield obtained | t/hm2 |
| Age | Age of household head | years |
| Gender | Gender of household head | - |
| Education | Educational level of household head | - |
| Farm size | Total area under cultivation for all crops | hm2 |
| Distance to market | Distance from household residence to market | km |
| Distance to plot | Distance from household residence to plot | km |
| Extension contact frequency | Frequency of contact with extension agents | - |
| Credit utilization | Access to credit among household heads | - |
| Livestock ownership | Livestock ownership of household head | tropical livestock unit (TLU) |
| Family size | Total number of individuals living in the same household | man equivalent unit (MEU) |
Table 2
Frequency and percentage of respondents adopting different CSA practices."
| Choice | CSA package | Adjusted planting dates | Crop diversification | Agroforestry | Frequency | Percentage (%) | |||
|---|---|---|---|---|---|---|---|---|---|
| A0 | A1 | C0 | C1 | Af0 | Af1 | ||||
| 0 | A0C0Af0 | √ | √ | √ | 14 | 3.64 | |||
| 1 | A1C0Af0 | √ | √ | √ | 15 | 3.90 | |||
| 2 | A0C1Af0 | √ | √ | √ | 40 | 10.39 | |||
| 3 | A0C0Af1 | √ | √ | √ | 21 | 5.45 | |||
| 4 | A1C1Af0 | √ | √ | √ | 77 | 20.00 | |||
| 5 | A1C0Af1 | √ | √ | √ | 28 | 7.27 | |||
| 6 | A0C1Af1 | √ | √ | √ | 23 | 5.97 | |||
| 7 | A1C1Af1 | √ | √ | √ | 167 | 43.38 | |||
Table 3
Descriptive results from the variables used in this study."
| Variable | Non-adopters | Adopters | Overall | ||||||
|---|---|---|---|---|---|---|---|---|---|
| A0C0Af0 | A1C0Af0 | A0C1Af0 | A0C0Af1 | A1C1Af0 | A1C0Af1 | A0C1Af1 | A1C1Af1 | ||
| Maize yield | 1.60 | 2.29*** | 1.82*** | 2.13*** | 3.68*** | 4.65*** | 2.51*** | 7.274*** | 4.83 |
| Age | 38.57 | 49.47*** | 56.32*** | 53.38*** | 47.79*** | 37.75 | 40.57 | 44.56*** | 46.15 |
| Gender | 0.57 | 0.93** | 0.85** | 0.86* | 0.79* | 0.93*** | 0.91* | 0.98*** | 0.89 |
| Education | 1.71 | 6.13*** | 1.00* | 3.29** | 3.64** | 5.07*** | 4.35* | 6.24*** | 5.46 |
| Farm size | 1.39 | 5.07*** | 6.76*** | 6.38*** | 4.74*** | 1.45 | 2.70* | 2.44* | 2.10 |
| Distance to market | 76.43 | 70.67 | 79.88 | 77.86 | 78.38 | 47.28*** | 65.65 | 59.60** | 66.97 |
| Distance to plot | 27.14 | 14.33** | 25.00 | 27.86 | 20.13* | 16.07** | 22.61 | 15.00*** | 17.74 |
| Extension contact frequency | 1.43 | 2.27*** | 1.90 | 2.33*** | 2.08** | 2.21** | 2.17** | 2.58*** | 2.62 |
| Credit utilization | 0.21 | 0.33 | 0.38 | 0.29 | 0.25 | 0.36 | 0.43 | 0.55** | 0.41 |
| Livestock ownership | 11.63 | 8.52* | 10.96 | 9.93 | 10.34 | 8.54* | 9.38 | 7.62*** | 11.36 |
| Family size | 3.71 | 4.13 | 4.09 | 4.43 | 4.51* | 4.17 | 4.29 | 4.37 | 4.32 |
Table 4
Summary statistics of dummy variables used in analysis."
| Dummy variable | Description | Percentage (%) |
|---|---|---|
| Credit utilization | Household had access to credit | 28.83 |
| Otherwise | 71.17 | |
| Nonfarm activity | Household participated in nonfarm activities | 47.79 |
| Otherwise | 52.21 | |
| Training | Household participated in agricultural training | 99.22 |
| Otherwise | 0.78 | |
| Climate information | Household received climate information | 99.22 |
| Otherwise | 0.78 | |
| Gender of household head | Male | 89.09 |
| Female | 10.91 | |
| Soil fertility | Household reported fertile soil | 6.49 |
| Otherwise | 93.51 |
Table 5
Maximum likelihood estimates for the multinomial logit model."
| Variable | A1C0Af0 | A0C1Af0 | A0C0Af1 | A1C1Af0 | A1C0Af1 | A0C1Af1 | A1C1Af1 |
|---|---|---|---|---|---|---|---|
| Age | 0.147* (0.078) | 0.186*** (0.083) | 0.145** (0.057) | 0.074 (0.052) | 0.026 (0.056) | 0.030 (0.055) | 0.149*** (0.055) |
| Gender | 3.039* (1.603) | 2.109* (1.083) | 2.268* (1.194) | 1.615* (0.942) | 2.607** (1.088) | 2.342** (1.133) | 4.528*** (1.062) |
| Education | 0.599*** (0.151) | -0.287* (0.151) | 0.177 (0.152) | 0.200* (0.116) | 0.299*** (0.113) | 0.253** (0.135) | 0.722*** (0.117) |
| Farm size | 0.400* (0.214) | 0.695*** (0.205) | 0.660*** (0.188) | 0.480*** (0.166) | -0.267 (0.221) | 0.139 (0.178) | -0.219 (0.193) |
| Distance to market | -0.017 (0.015) | -0.018 (0.014) | -0.015 (0.014) | -0.011 (0.013) | -0.051*** (0.015) | -0.021 (0.015) | -0.028** (0.013) |
| Distance to plot | -0.094*** (0.033) | -0.039* (0.022) | -0.019 (0.024) | -0.051** (0.020) | -0.055*** (0.025) | -0.022 (0.023) | -0.063*** (0.022) |
| Extension contact frequency | 0.533 (0.960) | 1.072 (0.879) | 1.582* (0.881) | 0.978 (0.819) | 1.105 (0.839) | 1.086 (0.837) | 1.797** (0.839) |
| Credit utilization | 0.087 (1.095) | 0.319 (1.021) | 0.106 (1.065) | -0.026 (0.912) | 0.969 (1.002) | 1.026 (0.967) | 1.504 (0.923) |
| Livestock ownership | 0.106 (0.169) | 0.145 (0.149) | 0.253* (0.146) | 0.178 (0.131) | 0.088 (0.140) | 0.121 (0.145) | 0.232* (0.138) |
| Family size | 0.463 (0.362) | 0.592* (0.329) | 0.698** (0.341) | 0.672** (0.310) | 0.452 (0.331) | 0.528 (0.338) | 0.546* (0.314) |
| Constant | -13.179*** (4.941) | -15.368*** (5.120) | -17.888*** (4.121) | -8.835** (3.461) | -3.374 (3.553) | -7.026* (3.679) | -15.593*** (3.716) |
Table 6
Assessment of conditional treatment effects in technology adoption."
| Average treatment effect | CSA package | Decision stage | ATT | ||
|---|---|---|---|---|---|
| Adoption | Non-adoption | Treated group | Control group | ||
| CSA-adopting households | A1C0Af0 | 2.29 (0.01) | 1.77 (0.03) | 0.52*** (0.03) | - |
| A0C1Af0 | 2.07 (0.04) | 1.37 (0.04) | 0.70*** (0.06) | - | |
| A0C0Af1 | 2.13 (0.02) | 1.91 (0.04) | 0.21*** (0.04) | - | |
| A1C1Af0 | 3.68 (0.03) | 1.78 (0.02) | 1.90*** (0.04) | - | |
| A1C0Af1 | 4.65 (0.02) | 1.70 (0.02) | 2.95*** (0.02) | - | |
| A0C1Af1 | 2.51 (0.02) | 1.65 (0.02) | 0.85*** (0.02) | - | |
| A1C1Af1 | 7.27 (0.05) | 1.66 (0.01) | 5.61*** (0.04) | - | |
| Non-CSA-adopting households | A1C0Af0 | 2.22 (0.05) | 1.60 (0.01) | - | 0.61*** (0.05) |
| A0C1Af0 | 2.22 (0.05) | 1.60 (0.01) | - | 0.61*** (0.05) | |
| A0C0Af1 | 2.30 (0.06) | 1.60 (0.01) | - | 0.70*** (0.06) | |
| A1C1Af0 | 3.60 (0.10) | 1.60 (0.01) | - | 2.00 (0.10) | |
| A1C0Af1 | 3.91 (0.22) | 1.60 (0.01) | - | 2.31*** (0.22) | |
| A0C1Af1 | 2.40 (0.05) | 1.60 (0.01) | - | 0.80*** (0.05) | |
| A1C1Af1 | 8.25 (0.29) | 1.60 (0.01) | - | 6.64*** (0.29) | |
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