Social protection and household welfare – multinomial logit results
| Income | Model (1) | Consumption | Model (2) | |
|---|---|---|---|---|
| (Group 1) | (Group 2) | (Group 1) | (Group 2) | |
| Reduction | Strong reduction | Reduction | Strong reduction | |
| COVID-19 grant/social relief of distress grant | −0.223* | −0.163 | −1.085** | −0.752* |
| (0.1365) | (0.396) | (0.480) | (0.427) | |
| Unemployment insurance | −1.809* | −1.869*** | −0.0354*** | −0.185*** |
| (0.995) | (0.583) | (0.017) | (0.029) | |
| Tax relief | −1.521*** | −1.002**** | −0.0299*** | −0.0266*** |
| (0.094) | (0.024) | (0.00944) | (0.00968) | |
| Job protection and creation | −0.0394*** | −1.066 | −0.0654*** | −0.0517** |
| (0.008) | (1.072) | (0.0166) | (0.0202) | |
| Bank credit guarantee scheme | 0.00363 | 0.369 | −0.184 | −0.191 |
| (0.957) | (0.819) | (0.125) | (0.130) | |
| Gender | 0.489 | 0.527* | 0.591 | 0.644** |
| (0.409) | (0.317) | (0.409) | (0.311) | |
| ln (1+hectares) | −0.0951*** | −0.0438** | −0.183*** | −0.0833*** |
| (0.0024) | (0.0213) | (0.0261) | (0.0033) | |
| Remittances | −0.184*** | −0.191 | −0.366*** | −0.395*** |
| (0.025) | (0.130) | (0.127) | (0.125) | |
| Very low-income class | −1.082 | −0.328 | 0.990*** | −0.262 |
| (0.695) | (0.498) | (0.084) | (0.494) | |
| Low-income class | −0.909 | −0.217 | −0.692 | −0.00128 |
| (0.789) | (0.579) | (0.780) | (0.560) | |
| Lower middle-income class | −1.272** | −1.255*** | −1.031 | −0.997** |
| (0.622) | (0.477) | (0.644) | (0.498) | |
| Upper middle-income class | −0.155*** | −0.889*** | −0.0940*** | −0.735*** |
| (0.010) | (0.094) | (0.028) | (0.037) | |
| High-income class | −0.485*** | −0.599*** | 0.394*** | −0.475*** |
| (0.042) | (0.036) | (0.066) | (0.076) | |
| Number of people employed | −0.348 | −0.296 | −0.219 | −0.181 |
| (0.203) | (0.197) | (0.215) | (0.213) | |
| Some primary | −2.203 | −1.020 | −2.179 | −0.980 |
| (1.481) | (1.005) | (1.436) | (1.009) | |
| Completed primary | −1.058 | −0.632 | −1.150 | −0.647 |
| (1.208) | (1.023) | (1.175) | (0.994) | |
| Completed high school | −0.963 | −0.744 | −1.177 | −0.969 |
| (0.908) | (0.797) | (0.869) | (0.736) | |
| Cert/diploma/degree | −1.352 | −0.549 | −1.775* | −0.980 |
| (1.001) | (0.862) | (0.941) | (0.782) | |
| Postgraduate | −1.203*** | −0.506*** | −1.232*** | −0.396*** |
| (0.261) | (0.075) | (0.185) | (0.004) | |
| Constant | 1.093 | 2.393*** | 1.200 | 2.591*** |
| (0.930) | (0.820) | (0.881) | (0.758) | |
| Observations | 393 | 393 | 393 | 393 |
| LR χ2 (Prob > χ2) | 142.90*** | 166.82*** | ||
| McFadden R2 | 0.6526 | 0.5042 |
| Income | Model (1) | Consumption | Model (2) | |
|---|---|---|---|---|
| (Group 1) | (Group 2) | (Group 1) | (Group 2) | |
| Reduction | Strong reduction | Reduction | Strong reduction | |
| COVID-19 grant/social relief of distress grant | −0.223* | −0.163 | −1.085** | −0.752* |
| (0.1365) | (0.396) | (0.480) | (0.427) | |
| Unemployment insurance | −1.809* | −1.869*** | −0.0354*** | −0.185*** |
| (0.995) | (0.583) | (0.017) | (0.029) | |
| Tax relief | −1.521*** | −1.002**** | −0.0299*** | −0.0266*** |
| (0.094) | (0.024) | (0.00944) | (0.00968) | |
| Job protection and creation | −0.0394*** | −1.066 | −0.0654*** | −0.0517** |
| (0.008) | (1.072) | (0.0166) | (0.0202) | |
| Bank credit guarantee scheme | 0.00363 | 0.369 | −0.184 | −0.191 |
| (0.957) | (0.819) | (0.125) | (0.130) | |
| Gender | 0.489 | 0.527* | 0.591 | 0.644** |
| (0.409) | (0.317) | (0.409) | (0.311) | |
| ln (1+hectares) | −0.0951*** | −0.0438** | −0.183*** | −0.0833*** |
| (0.0024) | (0.0213) | (0.0261) | (0.0033) | |
| Remittances | −0.184*** | −0.191 | −0.366*** | −0.395*** |
| (0.025) | (0.130) | (0.127) | (0.125) | |
| Very low-income class | −1.082 | −0.328 | 0.990*** | −0.262 |
| (0.695) | (0.498) | (0.084) | (0.494) | |
| Low-income class | −0.909 | −0.217 | −0.692 | −0.00128 |
| (0.789) | (0.579) | (0.780) | (0.560) | |
| Lower middle-income class | −1.272** | −1.255*** | −1.031 | −0.997** |
| (0.622) | (0.477) | (0.644) | (0.498) | |
| Upper middle-income class | −0.155*** | −0.889*** | −0.0940*** | −0.735*** |
| (0.010) | (0.094) | (0.028) | (0.037) | |
| High-income class | −0.485*** | −0.599*** | 0.394*** | −0.475*** |
| (0.042) | (0.036) | (0.066) | (0.076) | |
| Number of people employed | −0.348 | −0.296 | −0.219 | −0.181 |
| (0.203) | (0.197) | (0.215) | (0.213) | |
| Some primary | −2.203 | −1.020 | −2.179 | −0.980 |
| (1.481) | (1.005) | (1.436) | (1.009) | |
| Completed primary | −1.058 | −0.632 | −1.150 | −0.647 |
| (1.208) | (1.023) | (1.175) | (0.994) | |
| Completed high school | −0.963 | −0.744 | −1.177 | −0.969 |
| (0.908) | (0.797) | (0.869) | (0.736) | |
| Cert/diploma/degree | −1.352 | −0.549 | −1.775* | −0.980 |
| (1.001) | (0.862) | (0.941) | (0.782) | |
| Postgraduate | −1.203*** | −0.506*** | −1.232*** | −0.396*** |
| (0.261) | (0.075) | (0.185) | (0.004) | |
| Constant | 1.093 | 2.393*** | 1.200 | 2.591*** |
| (0.930) | (0.820) | (0.881) | (0.758) | |
| Observations | 393 | 393 | 393 | 393 |
| LR | 142.90*** | 166.82*** | ||
| McFadden | 0.6526 | 0.5042 |
Note(s): Robust standard errors in parentheses
***p < 0.01, **p < 0.05 and *p < 0.1
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