Skip to main content
. 2022 May 18;8(5):e09495. doi: 10.1016/j.heliyon.2022.e09495

Table 4.

Determinants of Agricultural technology adoption.

Variables Alternative technology Adoption Packages
F1M0H0
F0M1H0
F0M0H1
F1M1H0
F1M0H1
F0M1H1
F1M1H1
Coef.(SE) Coef.(SE) Coef.(SE) Coef.(SE) Coef.(SE) Coef.(SE) Coef.(SE)
Sex -0.023 (0.260) 0.164 (0.191) 0.043 (0.300) -0.234 (0.217) -0.238 (0.257) 0.171 (0.270) 0.011 (0.227)
Age 0.006 (0.008) 0.009 (0.005) -0.008 (0.009) -0.003 (0.006) -0.021∗∗∗ (0.007) 0.001 (0.008) -0.006 (0.007)
Education 0.116∗∗∗ (0.032) 0.034 (0.027) 0.004 (0.040) 0.098∗∗∗ (0.029) 0.032 (0.032) 0.017 (0.037) 0.058∗ (0.030)
Household size -0.013 (0.055) 0.106∗∗∗ (0.040) -0.112 (0.067) 0.077∗ (0.045) -0.049 (0.051) 0.027 (0.055) 0.026 (0.046)
Off-farm employment 0.410 (0.391) 0.537∗ (0.322) 0.418 (0.494) 0.368 (0.355) -0.137 (0.463) 0.574 (0.418) 0.130 (0.374)
TLU 0.091∗ (0.050) 0.094∗∗∗ (0.034) 0.105∗∗∗ (0.037) 0.080∗∗ (0.036) 0.126∗∗∗ (0.036) 0.113∗∗∗ (0.037) 0.175∗∗∗ (0.036)
Remittance -0.047∗ (0.028) -0.040∗∗ (0.020) -0.024 (0.031) -0.036∗∗∗ (0.011) -0.028∗ (0.017) -0.048 (0.034) -0.038∗∗ (0.017)
Distance to market -0.005∗∗ (0.003) 0.001 (0.002) -0.000 (0.003) -0.005∗∗ (0.002) -0.001 (0.003) -0.006∗∗ (0.003) -0.006∗∗∗ (0.002)
Distance to zonal town -0.005∗∗∗ (0.001) -0.003∗∗∗ (0.001) -0.000 (0.001) -0.007∗∗∗ (0.001) -0.008∗∗∗ (0.001) -0.001 (0.001) -0.010∗∗∗ (0.001)
Distance to road -0.020∗∗ (0.009) 0.017∗∗∗ (0.005) 0.005 (0.008) -0.007 (0.006) -0.005 (0.008) 0.015∗∗ (0.007) -0.004 (0.007)
Extension visit 4.051∗∗∗ (0.376) 1.128∗∗∗ (0.370) 1.814∗∗∗ (0.437) 4.612∗∗∗ (0.357) 4.324∗∗∗ (0.385) 1.579∗∗∗ (0.408) 4.520∗∗∗ (0.363)
Credit access 0.841∗∗∗ (0.311) -0.290 (0.290) 0.760∗∗ (0.374) 0.669∗∗ (0.280) 1.150∗∗∗ (0.298) 0.561 (0.354) 1.241∗∗∗ (0.278)
Advisory service 0.394∗ (0.239) 0.492∗∗∗ (0.162) -0.019 (0.270) 0.683∗∗∗ (0.199) 0.876∗∗∗ (0.257) 0.321 (0.226) 0.759∗∗∗ (0.214)
Tenure security 0.507∗∗ (0.227) 0.553∗∗∗ (0.167) 0.413 (0.267) 1.340∗∗∗ (0.198) 0.994∗∗∗ (0.221) 0.311 (0.243) 1.085∗∗∗ (0.203)
Plot distance -0.004 (0.004) -0.323∗∗∗ (0.083) -0.004 (0.012) -0.002 (0.002) -0.006∗ (0.003) -0.125 (0.085) -0.382∗∗∗ (0.124)
Plot PWI 0.053 (0.081) 0.029 (0.065) -0.093 (0.089) 0.072 (0.071) 0.091 (0.091) -0.050 (0.106) 0.181∗∗ (0.076)
soil quality (fair) 0.590∗∗∗ (0.218) -0.032 (0.162) 0.114 (0.267) 0.215 (0.181) 0.107 (0.211) 0.237 (0.236) 0.313∗ (0.189)
soil quality (poor) 0.532 (0.384) 0.275 (0.279) 0.294 (0.435) 0.090 (0.336) -0.294 (0.439) 0.250 (0.408) 0.491 (0.349)
Land size 0.025 (0.096) -0.105 (0.109) 0.104 (0.080) -0.073 (0.102) 0.120 (0.077) 0.128∗ (0.076) 0.012 (0.089)
Region Amhara -0.520 (0.322) -0.096 (0.263) -0.489 (0.422) -0.354 (0.293) 0.422 (0.390) -0.457 (0.421) 0.357 (0.316)
Region Oromia 0.734∗ (0.376) 0.016 (0.332) 0.809∗ (0.480) 0.692∗ (0.360) 2.740∗∗∗ (0.434) 0.680 (0.452) 2.018∗∗∗ (0.376)
Region SNNP -0.608∗ (0.348) -0.188 (0.280) -0.004 (0.455) 0.440 (0.302) 0.505 (0.421) 0.564 (0.422) 1.267∗∗∗ (0.325)
Constant -2.401∗ (1.252) -1.999∗∗ (0.983) -0.607 (1.343) -2.586∗∗ (1.094) -2.901∗∗ (1.356) -1.821 (1.595) -4.276∗∗∗ (1.155)

Model VCE = Robust; Pseudo R2 = 0.2222; Number of observation = 2316; SE is standard error in parenthesis; the signs (∗, ∗∗, ∗∗∗) represents significant levels at 10%, 5%, and 1% respectively.