Models | (1) | (2) | (3) | (4) | (5) |
---|---|---|---|---|---|
All countries | All countries excluding Mali | Ivory Coast | Ghana | Senegal | |
Estimator | ML | ML | OLS | OLS | ML |
Type of cooperative (1 if active cooperative, 0 if poorly/not active cooperative) | − 3.177** (− 7.34) | − 4.880*** (− 7.94) | − 3.632*** (− 10.15) | − 0.758 (− 1.58) | 0.240 (0.44) |
Gender of respondent (1 if men, 0 if women) | 0.008 (0.05) | − 0.108 (− 0.37) | 0.430 (1.11) | − 1.317** (− 2.64) | − 0.109 (− 0.22) |
Education of respondent | |||||
Literate level (Yes = 1, No = 0) | 0.216 (0.95) | 0.273 (0.62) | 0.398 (0.17) | 0.994 (1.69) | − 0.285 (− 0.47) |
Primary level (Yes = 1, No = 0) | (0.84) 0.168 | 0.689* (2.06) | 0.357 (0.98) | 0.722 (1.10) | 0.240 (0.39) |
Secondary/technical level (Yes = 1, No = 0) | − 0.105 (− 0.41) | 0.031 (0.08) | 0.499 (1.17) | 0.412 (0.47) | − 0.091 (− 0.14) |
University/tertiary level (Yes = 1, No = 0) | − 2.320*** (− 3.48) | − 1.890* (− 2.17) | − 0.951** (− 2.94) | 0.237 (0.21) | − 1.181 (− 1.12) |
Plot ownership by respondent (1 if Yes, 0 if not) | 0.094 (0.41) | − 0.006 (− 0.02) | − 0.462 (− 1.08) | − 0.598 (− 0.77) | − 0.410 (− 0.79) |
Loss of income due to COVID-19 from March to October 2020 by respondent (1 if Yes, 0 if not) | 0.078 (0.42) | 0.040 (0.12) | 0.0717 (0.21) | 2.193** (2.81) | − 0.193 (− 0.27) |
Age of respondent (number of years) | 0.0035 (0.52) | 0.02 (1.82) | 0.0119 (0.80) | 0.0286 (1.42) | 0.0429** (2.70) |
Type of crops usually grown by respondent (1 if food crops, 0 if cash crops) | − 0.007 (− 0.02) | 0.368 (0.97) | − 0.0393 (− 0.09) | − 5.030*** (− 3.95) | 1.541* (2.00) |
Agriculture as usually main occupation of respondent (1 if Yes, 0 otherwise) | 1.068*** (3.71) | 1.596*** (3.89) | 1.297* (2.06) | 2.616** (3.16) | 0.238 (0.53) |
Ivory Coast | 2.622a*** (8.00) | 1.271b** (3.31) | |||
Ghana | 5.446a*** (19.82) | 3.685b*** (12.13) | |||
Senegal | 1.739a*** (7.25) | ||||
_cons | 0.246 (0.44) | 1.414 (1.60) | 2.633** (2.82) | 5.610*** (3.54) | − 1.462 (− 1.20) |
/athrho | 0.549*** (4.79) | 0.749*** (4.96) | − 0.557*** (− 3.66) | ||
/lnsigma | 0.901*** (21.73) | 1.098*** (21.52) | 0.846*** (12.35) | ||
LR (rho = 0): Prob > chi2 | 0.0000 | 0.0000 | 0.0002 | ||
Instrumental Variables | Marketing channels disrupted by COVID-19 | Marketing channels disrupted by COVID-19 | – | – | MANJACK |
Instrumented | Type of cooperative | Type of cooperative | – | – | Type of cooperative |
N | 1063 | 600 | 276 | 178 | 146 |