Table 7. Determinants of the level of market participation of smallholder crop farmers: count data model (second-hurdle).
| Poisson Regression | Zero-Inflated Poisson Regression | |||||
|---|---|---|---|---|---|---|
| Number of Crops Sold | Coef. | St. Err | p-Value | Coef. | St. Err. | p-Value |
| IMR | 0.135 | 0.062 | 0.030 ** | 0.135 | 0.062 | 0.030 ** |
| Marital status | −0.192 | 0.086 | 0.025 ** | −0.192 | 0.086 | 0.025 ** |
| Household size | 0.009 | 0.003 | 0.001 *** | 0.009 | 0.003 | 0.001 *** |
| Gender of household | −0.025 | 0.035 | 0.469 | −0.025 | 0.035 | 0.469 |
| Household age | 0.001 | 0.000 | 0.012 ** | 0.001 | 0.000 | 0.012 *** |
| Education level of household | −0.141 | 0.077 | 0.066 * | −0.141 | 0.077 | 0.066 * |
| Family member worked on farm | 0.008 | 0.070 | 0.907 | 0.008 | 0.070 | 0.907 |
| Irrigation type | 0.085 | 0.064 | 0.184 | 0.085 | 0.064 | 0.184 |
| Family member with HIV | 0.580 | 0.082 | 0.000 *** | 0.580 | 0.082 | 0.000 *** |
| Distance to the market | −0.110 | 0.088 | 0.212 | −0.110 | 0.088 | 0.212 |
| Agricultural assistance | −0.073 | 0.024 | 0.002 *** | −0.073 | 0.024 | 0.002 *** |
| WEATHINDEX | −0.089 | 0.037 | 0.017 ** | −0.089 | 0.037 | 0.017 ** |
| Social grant | 0.033 | 0.039 | 0.408 | 0.033 | 0.039 | 0.408 |
| Constant | 2.324 | 0.147 | 0.000 *** | 2.324 | 0.147 | 0.000 *** |
| If the household reside | −7471.85 | |||||
| Constant | −7947.60 | |||||
| Mean dependent variable | 13.516 | 13.516 | ||||
| pseudo R2 | 0.008 | 1400.000 | ||||
| Chi-square | 122.279 | 122.279 | ||||
| Number of obs | 1400.000 | 1400.000 | ||||
| Prob > chi2 | 0.000 | 0.000 | ||||
| Akaike crit. (AIC) | 16,060.206 | 16,067.30 | ||||
| Bayesian crit. (BIC) | 16,040.238 | 16,140.62 | ||||
Note: ***, **, * Indicate significance at 1%, 5%, and 10% level, respectively. Source: Authors’ own analysis.