Parameter estimates of labor demand and farm income outcome model
| Model | Endogenous switching regression | |||||||
|---|---|---|---|---|---|---|---|---|
| Wald Chi2 (41) = 364.47, Log pseudo likelihood = −14166.533, Prob > Chi2 = 0.0000 | ||||||||
| Labor demand for adopters | Labor demand for non-adopters | Income for adopters | Income for non-adopters | |||||
| Dependent variable | Coefficient | Robust SE | Coefficient | Robust SE | Coefficient | Robust SE | Coefficient | Robust SE |
| Average rainfall | −0.003* | 0.001 | −0.03 | 0.002 | −0.009* | 0.003 | −0.01** | 0.007 |
| Average temperature | 3.45*** | 0.47 | 2.58*** | 0.82 | 6.65** | 2.79 | 5.33*** | 1.12 |
| Rainfall square | 0.002 | 0.002 | 0.00032 | 0.002 | 0.009 | 0.005 | 0.0001 | 0.008 |
| Temperature square | −0.08*** | 0.01 | −0.06*** | 0.02 | −0.16** | 0.07 | −0.13*** | 0.02 |
| CV temperature | 3.91 | 4.98 | 10.87 | 9.98 | −52.23*** | 13.49 | −70.22** | 33.34 |
| CV rainfall | −6.29*** | 0.85 | −7.14*** | 1.46 | −6.44*** | 1.96 | −8.25* | 4.39 |
| Age | 0.01* | 0.01 | 0.03** | 0.01 | 0.06** | 0.02 | 0.08 | 0.05 |
| Age2 | −0.001 | 0.0001 | −0.002* | 0.0017 | −0.006** | 0.002 | −0.008* | 0.004 |
| Marital status | −0.10** | 0.04 | −0.03 | 0.07 | ||||
| Education | −0.02 | 0.01 | 0.01 | 0.03 | ||||
| Log household size | 0.10** | 0.05 | −0.10 | 0.10 | −0.36** | 0.16 | −0.87*** | 0.30 |
| Remittance | −0.17 | 0.14 | 0.02 | 0.27 | ||||
| Off farm employment | −0.17*** | 0.04 | −0.03 | 0.07 | −0.15 | 0.12 | −0.25 | 0.21 |
| Gender | −0.20 | 0.19 | −0.16 | 0.29 | ||||
| Fertility index | 0.17 | 0.19 | 0.30* | 0.16 | −0.18 | 0.28 | 0.90* | 0.51 |
| Slope index | −0.13 | 0.33 | −0.42 | 0.57 | ||||
| Shock index | −0.12*** | 0.25 | −0.79* | 0.43 | 0.29 | 0.78 | −0.25 | 1.45 |
| Log plot distance | −0.01** | 0.01 | 0.04* | 0.02 | −0.05 | 0.03 | −0.05 | 0.07 |
| Organic fertilizer | 0.10** | 0.03 | 0.09 | 0.06 | 0.08 | 0.11 | 0.17 | 0.21 |
| Pesticide | 0.09*** | 0.02 | 0.07*** | 0.01 | ||||
| Log VPFA | 0.05 | 0.01 | 0.01 | 0.02 | −0.03 | 0.03 | −0.05 | 0.06 |
| TLU | 0.03*** | 0.005 | 0.02*** | 0.008 | −0.07*** | 0.02 | −0.09*** | 0.03 |
| Log farm size | −0.42*** | 0.10 | −0.42* | 0.16 | ||||
| Credit | 0.20** | 0.09 | 0.35** | 0.18 | ||||
| Farm support | −0.27 | 0.19 | 0.03 | 0.30 | ||||
| Land tenure | 0.36** | 0.16 | 0.13 | 0.24 | ||||
| Crop dummy | Included | Included | ||||||
| Zone dummy | Included | Included | ||||||
| N | 3,477 | 1,301 | 3,477 | 1,301 | ||||
| Model | Endogenous switching regression | |||||||
|---|---|---|---|---|---|---|---|---|
| Wald Chi2 (41) = 364.47, Log pseudo likelihood = −14166.533, Prob > Chi2 = 0.0000 | ||||||||
| Labor demand for adopters | Labor demand for non-adopters | Income for adopters | Income for non-adopters | |||||
| Dependent variable | Coefficient | Robust SE | Coefficient | Robust SE | Coefficient | Robust SE | Coefficient | Robust SE |
| Average rainfall | −0.003* | 0.001 | −0.03 | 0.002 | −0.009* | 0.003 | −0.01** | 0.007 |
| Average temperature | 3.45*** | 0.47 | 2.58*** | 0.82 | 6.65** | 2.79 | 5.33*** | 1.12 |
| Rainfall square | 0.002 | 0.002 | 0.00032 | 0.002 | 0.009 | 0.005 | 0.0001 | 0.008 |
| Temperature square | −0.08*** | 0.01 | −0.06*** | 0.02 | −0.16** | 0.07 | −0.13*** | 0.02 |
| CV temperature | 3.91 | 4.98 | 10.87 | 9.98 | −52.23*** | 13.49 | −70.22** | 33.34 |
| CV rainfall | −6.29*** | 0.85 | −7.14*** | 1.46 | −6.44*** | 1.96 | −8.25* | 4.39 |
| Age | 0.01* | 0.01 | 0.03** | 0.01 | 0.06** | 0.02 | 0.08 | 0.05 |
| Age2 | −0.001 | 0.0001 | −0.002* | 0.0017 | −0.006** | 0.002 | −0.008* | 0.004 |
| Marital status | −0.10** | 0.04 | −0.03 | 0.07 | ||||
| Education | −0.02 | 0.01 | 0.01 | 0.03 | ||||
| Log household size | 0.10** | 0.05 | −0.10 | 0.10 | −0.36** | 0.16 | −0.87*** | 0.30 |
| Remittance | −0.17 | 0.14 | 0.02 | 0.27 | ||||
| Off farm employment | −0.17*** | 0.04 | −0.03 | 0.07 | −0.15 | 0.12 | −0.25 | 0.21 |
| Gender | −0.20 | 0.19 | −0.16 | 0.29 | ||||
| Fertility index | 0.17 | 0.19 | 0.30* | 0.16 | −0.18 | 0.28 | 0.90* | 0.51 |
| Slope index | −0.13 | 0.33 | −0.42 | 0.57 | ||||
| Shock index | −0.12*** | 0.25 | −0.79* | 0.43 | 0.29 | 0.78 | −0.25 | 1.45 |
| Log plot distance | −0.01** | 0.01 | 0.04* | 0.02 | −0.05 | 0.03 | −0.05 | 0.07 |
| Organic fertilizer | 0.10** | 0.03 | 0.09 | 0.06 | 0.08 | 0.11 | 0.17 | 0.21 |
| Pesticide | 0.09*** | 0.02 | 0.07*** | 0.01 | ||||
| Log VPFA | 0.05 | 0.01 | 0.01 | 0.02 | −0.03 | 0.03 | −0.05 | 0.06 |
| TLU | 0.03*** | 0.005 | 0.02*** | 0.008 | −0.07*** | 0.02 | −0.09*** | 0.03 |
| Log farm size | −0.42*** | 0.10 | −0.42* | 0.16 | ||||
| Credit | 0.20** | 0.09 | 0.35** | 0.18 | ||||
| Farm support | −0.27 | 0.19 | 0.03 | 0.30 | ||||
| Land tenure | 0.36** | 0.16 | 0.13 | 0.24 | ||||
| Crop dummy | Included | Included | ||||||
| Zone dummy | Included | Included | ||||||
| 3,477 | 1,301 | 3,477 | 1,301 | |||||
Notes:
***Significant at 1% level; **significant at 5% level; *significant at 10% level
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