Results of the effect of health shocks on welfare
| 3SLS | FGLS | |||||
|---|---|---|---|---|---|---|
| Variable | TCONpc | FCONpc | NFCONpc | TCONpc | FCONpc | NFCONpc |
| Panel A: Disability and Welfare | ||||||
| Disability | −0.095*** | −0.033 | −0.217*** | −0.071** | −0.025 | −0.196*** |
| (0.032) | (0.034) | (0.043) | (0.031) | (0.032) | (0.048) | |
| Observations | 21,224 | 21,224 | 21,224 | 21,224 | 21,224 | 21,224 |
| 0.606 | 0.517 | 0.542 | 0.654 | 0.527 | 0.543 | |
| Panel B: Hospitalization and Welfare | ||||||
| Hospitalized | 0.084*** | 0.082*** | 0.103*** | 0.084*** | 0.081*** | 0.099*** |
| (0.018) | (0.019) | (0.024) | (0.017) | (0.019) | (0.023) | |
| Observations | 14,904 | 14,904 | 14,904 | 14,905 | 14,905 | 14,904 |
| 0.607 | 0.518 | 0.542 | 0.644 | 0.526 | 0.545 | |
| Panel C: Severe illness and Welfare | ||||||
| Severe illness | −0.027* | −0.028* | −0.029 | −0.025* | −0.029* | −0.023 |
| (0.016) | (0.017) | (0.021) | (0.015) | (0.016) | (0.021) | |
| Observations | 15,017 | 15,017 | 15,017 | 15,018 | 15,018 | 15,017 |
| 0.606 | 0.517 | 0.541 | 0.644 | 0.526 | 0.543 | |
| Controls | ||||||
| Household Characteristics | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |
| Other factors | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |
| Year dummies | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |
| Regional dummies | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |
| 3SLS | FGLS | |||||
|---|---|---|---|---|---|---|
| Variable | TCONpc | FCONpc | NFCONpc | TCONpc | FCONpc | NFCONpc |
| Disability | −0.095*** | −0.033 | −0.217*** | −0.071** | −0.025 | −0.196*** |
| (0.032) | (0.034) | (0.043) | (0.031) | (0.032) | (0.048) | |
| Observations | 21,224 | 21,224 | 21,224 | 21,224 | 21,224 | 21,224 |
| 0.606 | 0.517 | 0.542 | 0.654 | 0.527 | 0.543 | |
| Hospitalized | 0.084*** | 0.082*** | 0.103*** | 0.084*** | 0.081*** | 0.099*** |
| (0.018) | (0.019) | (0.024) | (0.017) | (0.019) | (0.023) | |
| Observations | 14,904 | 14,904 | 14,904 | 14,905 | 14,905 | 14,904 |
| 0.607 | 0.518 | 0.542 | 0.644 | 0.526 | 0.545 | |
| Severe illness | −0.027* | −0.028* | −0.029 | −0.025* | −0.029* | −0.023 |
| (0.016) | (0.017) | (0.021) | (0.015) | (0.016) | (0.021) | |
| Observations | 15,017 | 15,017 | 15,017 | 15,018 | 15,018 | 15,017 |
| 0.606 | 0.517 | 0.541 | 0.644 | 0.526 | 0.543 | |
| Household Characteristics | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |
| Other factors | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |
| Year dummies | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |
| Regional dummies | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |
Note(s): Standard errors are in parentheses, where ***p < 0.01, **p < 0.05, and * p < 0.1. TCONPC, FCONPC, and NFCONPC are the dependent variables and represent logs of Total consumption expenditure, Food expenditure, and Non-food expenditure respectively. The subscripts pc denotes Per capita. Controls here consist of household characteristics (age, marital status, educational status, household size), and other factors (access to loans, location, poverty)
Source(s): Authors' own work
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