Attribute | Multinomial logit model | Latent class model | ||
---|---|---|---|---|
Nutrition enhancement lovers | Conservative self-reliant bean consumers | Precooked bean enthusiasts | ||
Utility function estimates: precooked bean attributes | ||||
ASC | − 1.7409*** (0.1363) | − 5.6721*** (0.4747) | − 3.5850*** (1.0841) | 0.4933*** (0.1855) |
TIME | − 0.0082*** (0.0017) | − 0.0155*** (0.0056) | − 0.0106 (0.0115) | − 0.0075*** (0.0025) |
FUEL | 0.0051*** (0.0010) | 0.0134*** (0.0042) | 0.0188** (0.0093) | 0.0048*** (0.0015) |
NUTRI | 1.6555*** (0.0513) | 4.1696*** (0.2125) | 1.6852*** (0.3883) | 0.6213*** (0.0810) |
WATER | 0.1553*** (0.0473) | 0.2159 (0.1527) | − 0.4683 (0.4934) | 0.3425*** (0.0677) |
PRICE | − 0.0061*** (0.0006) | − 0.0073*** (0.0019) | − 0.0344*** (0.0077) | − 0.0077*** (0.0008) |
Segment membership function estimates: consumer characteristics | ||||
Constants | − 0.1316 (0.2692) | − 1.2409*** (0.4307) | – | |
Age of the respondent (Ln years) | − 0.0001 (0.0009) | − 0.0011 (0.0013) | – | |
Sex of the respondent (1 = male, 0 = female) | − 0.4845** (0.2370) | − 0.3201 (0.4631) | – | |
Education of the respondent (1 > primary level, 0 ≤ primary level) | 0.5313** (0.2359) | 0.1253 (0.4137) | – | |
Bean supply sufficiency (1 = self-sufficient, 0 = not self-sufficient) | 0.8200*** (0.2446) | 0.5915** (0.2447) | – | |
Processing benefits (PB) index | 0.1307 (0.1090) | − 0.5639** (0.2438) | – | |
Consumer location (1 = urban, 0 = otherwise) | 0.3316 (0.2452) | 0.0825 (0.4171) | – | |
Quantity of beans consumed per week (kg) | − 0.8211*** (0.2445) | − 0.5944** (0.2445) | – | |
Household types (1 = dual household, 0 = otherwise) | 0.0116 (0.2285) | − 0.7860* (0.4069) | – |