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. 2023 Jul 25;9(8):e18667. doi: 10.1016/j.heliyon.2023.e18667

Table 3.

Drivers of adoption via binary logit model.

Variables Coefficients SE Marginal effect
Age (Years) 0.011** 0.005 0.001
Education (Years) 0.019 0.016 0.002
Gender (dummy) 0.066 0.197 0.007
Spouse education (Years) −0.002 0.009 0.000
Working member (Number) 0.066* 0.038 0.007
Mobile phone (dummy) 0.416** 0.190 0.052
Television (dummy) 0.345** 0.149 0.038
Annual income (USD) 0.000 0.000 0.000
Electricity (dummy) 0.327** 0.160 0.039
Crop farm size (ha.) −0.273** 0.120 −0.030
Extension contacts (dummy) 1.418*** 0.283 0.108
No. Of livestock (Number) 0.220*** 0.042 0.024
Livestock raised for marketing (dummy) 0.015 0.405 0.002
Livestock raised for marketing and consumption (dummy) 0.497 0.398 0.060
Distance from market (Kms.) −0.004** 0.002 0.000
Constant −0.809 0.554 0.001
Log pseudolikelihood −912
Wald chi-square 111***
Pseudo R2 0.08
No. Of observations 2317