Probit regression results
| Coefficients | Odds ratio | Marginal effects | |||
|---|---|---|---|---|---|
| Estimate | z-value | Odds | Marginal effect | z-value | |
| Financial literacy | 0.2756*** (0.3154) | −11.451 | 1.3173 | 0.0048** (0.001) | 3.1200 |
| Education: (primary) | |||||
| Secondary | 0.2820 (0.2466) | 1.144 | 1.3258 | 0.0046 (0.0039) | 1.2005 |
| Certificate/diploma | 0.7221** (0.2489) | 2.901 | 2.0589 | 0.0233* (0.0127) | 1.834 |
| Undergrad | 1.0477** (0.2737) | 3.828 | 2.8511 | 0.0624* (0.0334) | 1.8640 |
| Postgrad | 1.4403*** (0.2635) | 5.465 | 4.2223 | 0.1292* (0.0533) | 2.424 |
| Other | 0.6671*** (0.4907) | 1.359 | 1.9486 | 0.0269 (0.0357) | 0.755 |
| Race (Black) | |||||
| Coloured | −0.0023 (0.1448) | −0.016 | 0.9976 | −0.0000 (0.0025) | −0.0161 |
| Asian/Indian | 0.6224** (0.2220) | 2.803 | 1.8633 | 0.0235 (0.0147) | 1.5942 |
| White | 0.4509*** (0.1244) | 3.623 | 1.5697 | 0.0131* (0.0058) | 2.2593 |
| Other | −2.4324 (99.0751) | −0.025 | 0.0878 | −0.0062*** (0.0011) | −5.3583 |
| Self-employed (NO) | |||||
| YES | −0.1062 (0.3140) | −0.338 | 0.8992 | −0.0016 (0.0042) | 0.6989 |
| Age | 0.0171*** (0.0042) | 4.037 | 1.0172 | 0.0003*** (0.000) | 3.7185 |
| Net income | 0.0000 (0.000) | 0.025 | 1.0000 | 0.0000 (0.000) | 0.025 |
| Constant | −3.6125*** (0.3154) | −11.451 | 0.0357 | ||
| Coefficients | Odds ratio | Marginal effects | |||
|---|---|---|---|---|---|
| Estimate | Odds | Marginal effect | |||
| Financial literacy | 0.2756*** (0.3154) | −11.451 | 1.3173 | 0.0048** (0.001) | 3.1200 |
| Secondary | 0.2820 (0.2466) | 1.144 | 1.3258 | 0.0046 (0.0039) | 1.2005 |
| Certificate/diploma | 0.7221** (0.2489) | 2.901 | 2.0589 | 0.0233* (0.0127) | 1.834 |
| Undergrad | 1.0477** (0.2737) | 3.828 | 2.8511 | 0.0624* (0.0334) | 1.8640 |
| Postgrad | 1.4403*** (0.2635) | 5.465 | 4.2223 | 0.1292* (0.0533) | 2.424 |
| Other | 0.6671*** (0.4907) | 1.359 | 1.9486 | 0.0269 (0.0357) | 0.755 |
| Coloured | −0.0023 (0.1448) | −0.016 | 0.9976 | −0.0000 (0.0025) | −0.0161 |
| Asian/Indian | 0.6224** (0.2220) | 2.803 | 1.8633 | 0.0235 (0.0147) | 1.5942 |
| White | 0.4509*** (0.1244) | 3.623 | 1.5697 | 0.0131* (0.0058) | 2.2593 |
| Other | −2.4324 (99.0751) | −0.025 | 0.0878 | −0.0062*** (0.0011) | −5.3583 |
| YES | −0.1062 (0.3140) | −0.338 | 0.8992 | −0.0016 (0.0042) | 0.6989 |
| Age | 0.0171*** (0.0042) | 4.037 | 1.0172 | 0.0003*** (0.000) | 3.7185 |
| Net income | 0.0000 (0.000) | 0.025 | 1.0000 | 0.0000 (0.000) | 0.025 |
| Constant | −3.6125*** (0.3154) | −11.451 | 0.0357 | ||
Note(s): In the first column, the reference category of nominal variables is shown in brackets. In the second and fifth columns, standard errors are shown in parentheses. ***, ** and * denote statistical significance at the 0.1%, 1% and 5% levels, respectively
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