Models | (1) | (2) | (3) | (4) | (5) |
---|---|---|---|---|---|
All countries | All countries excluding Mali | Ivory Coast | Ghana | Senegal | |
Estimator | ML | ML | OLS | OLS | OLS |
Type of cooperative (1 if active cooperative 0 if poorly/not active cooperative) | − 10.09*** (− 3.99) | − 13.94*** (− 7.61) | − 12.24*** (− 13.80) | − 6.469* (− 2.25) | − 2.836* (− 2.12) |
Gender of respondent (1 if men, 0 if women) | 0.933 (1.37) | 1.142 (1.10) | 2.083* (2.45) | 0.064 (0.02) | − 0.268 (− 0.16) |
Education of respondent | |||||
Literate level (Yes = 1, No = 0) | 2.109* (2.40) | 4.644* (2.75) | − 4.143 (− 1.01) | 8.511* (2.50) | 2.159 (1.17) |
Primary level (Yes = 1, No = 0) | 0.338 (0.43) | 1.009 (0.83) | 0.935 (1.15) | 0.236 (0.07) | 1.460 (0.82) |
Secondary/technical level (Yes = 1, No = 0) | − 1.037 (− 1.13) | − 0.516 (− 0.40) | 0.444 (0.56) | − 1.069 (− 0.21) | 1.560 (0.81) |
University/tertiary level (Yes = 1, No = 0) | − 5.071* (− 2.26) | − 3.657 (− 1.37) | − 2.605 (− 1.92) | 5.806 (1.19) | − 1.201 (− 0.48) |
Plot ownership by respondent (1 if Yes, 0 if not) | 1.630* (1.99) | 2.118 (1.80) | 0.294 (0.30) | 0.904 (0.21) | 2.410 (1.52) |
Loss of income due to COVID-19 from March to October 2020 by respondent (1 if Yes, 0 if No) | 1.383* (2.13) | 1.812* (2.14) | 0.662 (0.86) | 11.12*** (3.51) | − 0.375 (− 0.20) |
Age of respondent (number of years) | 0.005 (0.22) | 0.034 (0.90) | − 0.022 (− 0.73) | 0.132 (1.08) | 0.067 (1.23) |
Type of crops usually grown by respondent (1 if food crops, 0 if cash crops) | 0.448 (0.57) | 1.650 (1.61) | 0.492 (0.46) | 0.642 (0.10) | 2.583 (1.34) |
Agriculture as usually main occupation of respondent (1 if Yes, 0 otherwise) | 2.610* (2.30) | 3.303* (2.28) | 1.063 (0.59) | 7.721 (1.96) | − 0.352 (− 0.25) |
Ivory Coast | 8.731a*** (8.71) | 4.796b** (3.79) | |||
Ghana | 23.37a*** (16.31) | 17.70b*** (12.74) | |||
Senegal | 6.227a*** (8.01) | ||||
_cons | − 1.871 (− 0.98) | 1.542 (0.58) | 11.27*** (4.79) | 0.402 (0.05) | − 1.194 (− 0.36) |
/athrho | 0.37* (2.04) | 0.363** (3.08) | |||
/lnsigma | 2.238*** (43.88) | 2.399*** (52.74) | |||
LR (rho = 0): Prob > chi2 | 0.0416 | 0.0021 | |||
Instrumental variables | Marketing channels disrupted by COVID-19 | Marketing channels disrupted by COVID-19 | – | – | |
Instrumented | Type of cooperative | Type of cooperative | – | – | – |
N | 1062 | 599 | 276 | 177 | 146 |