Table 3 Mixed logit models for best-worst scaling data: software and coding method accuracies
R software | SAS software | ||
|---|---|---|---|
Agropastoralists’ climate change strategies | Estimate | Agropastoralists’ climate change strategies | Estimate |
Strategic mobility | 0.887*(0.088) | Settlement | 0.571*(0.080) |
Mutual assistance | 0.587*(0.089) | Emergency destocking | 0.369*(0.075) |
Settlement | 0.582*(0.076) | Prolific animal selection | 0.347*(0.085) |
Strategic destocking | 0.528*(0.077) | Water and soil conservation activities | 0.299*(0.068) |
Prolific animal selection | 0.521*(0.072) | Strategic mobility | 0.264*(0.067) |
Sheep and cattle fattening | 0.515*(0.079) | Transhumance | 0.214*(0.069) |
Vaccination | 0.483*(0.071) | Mutual assistance | 0.172*(0.073) |
Transhumance | 0.407*(0.075) | Sheep and cattle fattening | 0.080(0.074) |
Emergency destocking | 0.266*(0.074) | Income generating income | 0.052(0.066) |
Water and soil conservation activities | 0.183*(0.075) | Vaccination | −0.059(0.066) |
Changing herd composition | 0.181*(0.075) | Strategic destocking | −0.142(0.066) |
Income generating activities | 0.048(0.079) | Changing herd composition | −0.583(0.079) |
Base: Forage cultivation | 0.0000 | Baseline: Forage cultivation | 0.000 |
Standard deviation estimates | Standard deviation estimates | ||
Sd.(Strategic mobility) | 1.210*(0.161) | Sd.(Settlement) | 1.068*(0.153) |
Sd.(Mutual assistance) | 1.631*(0.163) | Sd.(Emergency destocking) | 1.106*(0.148) |
Sd.(Settlement) | 0.598*(0.191) | Sd.(Prolific animal selection) | 1.430*(0.152) |
Sd.(Strategic destocking) | 0.814*(0.163) | Sd.(Water and soil conservation activities) | 0.330(0.251) |
Sd.(Prolific animal selection) | 0.104(0.522) | Sd.(Strategic mobility) | 0.513*(0.201) |
Sd.(Sheep and cattle fattening) | 0.801*(0.158) | Sd.(Transhumance) | 0.549*(0.178) |
Sd.(Vaccination) | 0.129(0.397) | Sd.(Mutual assistance) | 0.935*(0.151) |
Sd.(Transhumance) | 0.895*(0.155) | Sd.(Sheep and cattle fattening) | 1.069*(0.148) |
Sd.(Emergency destocking) | 0.897(0.153) | Sd.(Income generating activities) | 0.044(0.440)) |
Sd.(Water and soil conservation activities) | 0.879*(0.151) | Sd.(Vaccination) | 0.338(0.247) |
Sd.(Changing herd composition) | 0.912*(0.150) | Sd.(Strategic destocking) | 0.223(0.374) |
Sd.(Income generating activities) | 1.210*(0.151) | Sd.(Changing herd composition) | 0.974*(0.149) |
Log likelihood | −8586.9 | −8845 | |
Numbers of observations(N) | 14,612 | 14,612 | |
Run time | 11 m:22 s | 7 m:43 s | |