Results of logistic regression
| Variables | Coefficient | Log-odds | Marginal effects |
|---|---|---|---|
| Age | −0.0297*** | 0.971*** | −0.0007*** |
| (0.00402) | (0.00390) | (0.0001) | |
| Bank trust – yes | 0.304** | 1.356** | 0.0067** |
| (0.123) | (0.167) | (0.0027) | |
| High school | 0.966*** | 2.627*** | 0.0155*** |
| (0.363) | (0.954) | (0.0042) | |
| Tertiary education | 1.823*** | 6.192*** | 0.0477*** |
| (0.381) | (2.360) | (0.0085) | |
| Coloured | −0.442** | 0.643** | −0.0091*** |
| (0.172) | (0.110) | (0.0031) | |
| Asian | −0.798*** | 0.450*** | −0.0140*** |
| (0.238) | (0.107) | (0.0032) | |
| White | −0.389** | 0.677** | −0.0082*** |
| (0.159) | (0.107) | (0.0030) | |
| Female | −0.143 | 0.867 | −0.0033 |
| (0.0970) | (0.0841) | (0.0023) | |
| Rural | −0.0511 | 0.950 | −0.0012 |
| (0.160) | (0.152) | (0.0036) | |
| R1–R1,999 | 1.232*** | 3.429*** | 0.0130*** |
| (0.259) | (0.887) | (0.0024) | |
| R2,000–R5,999 | 2.558*** | 12.91*** | 0.0606*** |
| (0.256) | (3.308) | (0.0065) | |
| R6,000 and above | 3.009*** | 20.27*** | 0.0944*** |
| (0.272) | (5.517) | (0.0124) | |
| LSM 3–4 | −0.827* | 0.437* | −0.0148 |
| (0.490) | (0.214) | (0.0116) | |
| LSM 5–6 | −0.146 | 0.865 | −0.0035 |
| (0.455) | (0.394) | (0.0117) | |
| LSM 7–8 | 0.379 | 1.461 | 0.0118 |
| (0.471) | (0.688) | (0.0129) | |
| LSM 9–10 | 0.722 | 2.058 | 0.0267* |
| (0.488) | (1.004) | (0.0152) | |
| Married | 0.0945 | 1.099 | 0.0022 |
| (0.109) | (0.120) | (0.0026) | |
| 2010 year | 2.437*** | 11.44*** | 0.0412*** |
| (0.211) | (2.420) | (0.0060) | |
| 2012 year | 2.404*** | 11.07*** | 0.0398*** |
| (0.200) | (2.212) | (0.0045) | |
| 2016 year | 2.427*** | 11.32*** | 0.0408*** |
| (0.190) | (2.148) | (0.0043) | |
| Constant | −6.834*** | 0.00108*** | |
| (0.569) | (0.000612) | ||
| Observations | 11,762 | 11,762 | 11,762 |
| Region and year FE | Yes | Yes | Yes |
| Pseudo R-squared | 0.3075 |
| Variables | Coefficient | Log-odds | Marginal effects |
|---|---|---|---|
| Age | −0.0297*** | 0.971*** | −0.0007*** |
| (0.00402) | (0.00390) | (0.0001) | |
| Bank trust – yes | 0.304** | 1.356** | 0.0067** |
| (0.123) | (0.167) | (0.0027) | |
| High school | 0.966*** | 2.627*** | 0.0155*** |
| (0.363) | (0.954) | (0.0042) | |
| Tertiary education | 1.823*** | 6.192*** | 0.0477*** |
| (0.381) | (2.360) | (0.0085) | |
| Coloured | −0.442** | 0.643** | −0.0091*** |
| (0.172) | (0.110) | (0.0031) | |
| Asian | −0.798*** | 0.450*** | −0.0140*** |
| (0.238) | (0.107) | (0.0032) | |
| White | −0.389** | 0.677** | −0.0082*** |
| (0.159) | (0.107) | (0.0030) | |
| Female | −0.143 | 0.867 | −0.0033 |
| (0.0970) | (0.0841) | (0.0023) | |
| Rural | −0.0511 | 0.950 | −0.0012 |
| (0.160) | (0.152) | (0.0036) | |
| R1–R1,999 | 1.232*** | 3.429*** | 0.0130*** |
| (0.259) | (0.887) | (0.0024) | |
| R2,000–R5,999 | 2.558*** | 12.91*** | 0.0606*** |
| (0.256) | (3.308) | (0.0065) | |
| R6,000 and above | 3.009*** | 20.27*** | 0.0944*** |
| (0.272) | (5.517) | (0.0124) | |
| LSM 3–4 | −0.827* | 0.437* | −0.0148 |
| (0.490) | (0.214) | (0.0116) | |
| LSM 5–6 | −0.146 | 0.865 | −0.0035 |
| (0.455) | (0.394) | (0.0117) | |
| LSM 7–8 | 0.379 | 1.461 | 0.0118 |
| (0.471) | (0.688) | (0.0129) | |
| LSM 9–10 | 0.722 | 2.058 | 0.0267* |
| (0.488) | (1.004) | (0.0152) | |
| Married | 0.0945 | 1.099 | 0.0022 |
| (0.109) | (0.120) | (0.0026) | |
| 2010 year | 2.437*** | 11.44*** | 0.0412*** |
| (0.211) | (2.420) | (0.0060) | |
| 2012 year | 2.404*** | 11.07*** | 0.0398*** |
| (0.200) | (2.212) | (0.0045) | |
| 2016 year | 2.427*** | 11.32*** | 0.0408*** |
| (0.190) | (2.148) | (0.0043) | |
| Constant | −6.834*** | 0.00108*** | |
| (0.569) | (0.000612) | ||
| Observations | 11,762 | 11,762 | 11,762 |
| Region and year FE | Yes | Yes | Yes |
| Pseudo | 0.3075 |
Note(s): Robust standard errors are reported in parentheses. *, **, and *** denote significance at the 10%, 5% and 1% level, respectively. Reference categories: No trust in banks, primary school education, Black, male, urban, no income, LSM 1–2, unmarried
Source(s): Authors’ own work