RDP 2016-12: The Household Cash Flow Channel of Monetary Policy Appendix A: Full Regression Output
December 2016
The results of estimating Equation (1) for the whole sample, the hand-to-mouth household sample and the non-hand-to-mouth household sample are shown in Table A1. The measurement and definitions for each of the control variables is shown below (with associated HILDA Survey mnemonics shown where relevant):
- Interest-sensitive cash flows: For borrowers, this is equal to required mortgage repayments (calculated from a credit-foncier model). For lenders, this is equal to interest income on deposit accounts as reported by each surveyed individual (OIFINTA) and aggregated across all individuals within each household.
- Other cash flows: For borrowers, this is equal to disposable income (HIFDITP – HIFDITN). For lenders, this is equal to disposable income less required mortgage repayments and interest income (as calculated above).
- Home debt: Each household's estimate of their current holdings of owner-occupier housing debt (HSMGOWE + HSSLOWE)
- Home equity: Each household's subjective estimate of the current value of their home (HSVALUI) less their estimate of their current holdings of owner-occupier housing debt (HSMGOWE + HSSLOWE)
- Age: The age of the household head (where the age is restricted to be between 18 and 80 years of age) (HGAGE)
- Home owner: A dummy variable equal to one if the household reportedly owns their home and equal to zero otherwise (HSTEW = 1)
- Mortgagor: A dummy variable equal to one if the household owns their home and has outstanding owner-occupier housing debt and equal to zero otherwise (HSMGOWE + HSSLOWE > 0)
- Refinanced: A dummy variable equal to one if the household reports to have refinanced their mortgage in that survey year and equal to zero otherwise (HSEVREF = 1)
- Moved home: A dummy variable equal to one if the household reports to have moved home since the last survey and equal to zero otherwise (HHMOVE = 1)
- Employed: A dummy variable equal to one if the household head's employment status is employed and equal to zero otherwise (the baseline is being unemployed) (ESBRD = 1)
- Not in the labour force: A dummy variable equal to one if the household head's employment status is not in the labour force and equal to zero otherwise (the baseline is being unemployed) (ESBRD = 3)
All households | HtM households | Non-HtM households | ||||||
---|---|---|---|---|---|---|---|---|
Borrowers | Lenders | Borrowers | Lenders | Borrowers | Lenders | |||
Interest-sensitive cash flows | −0.27*** (−2.62) |
0.02** (2.35) |
−0.36* (−1.66) |
0.04* (1.76) |
−0.23* (−1.94) |
0.02* (1.82) |
||
Other cash flows | 0.44*** (3.20) |
0.18*** (3.71) |
0.68*** (3.46) |
0.30** (2.11) |
0.24 (1.25) |
0.16*** (3.11) |
||
Log of home debt | 0.13 (1.30) |
−0.11** (−2.39) |
0.16 (0.76) |
−0.24* (−1.67) |
0.13 (1.20) |
−0.07 (−1.52) |
||
Log of home equity | 0.02 (0.47) |
−0.02 (−0.50) |
−0.05* (−1.69) |
−0.05 (−0.63) |
0.09 (1.42) |
−0.01 (−0.35) |
||
Age | −0.17* (−1.67) |
0.24*** (3.53) |
−0.31* (−1.66) |
0.17 (1.35) |
−0.08 (−0.64) |
0.25*** (3.10) |
||
Age squared | 0.00 (1.64) |
−0.00*** (−3.23) |
0.00 (1.43) |
−0.00 (−0.79) |
0.00 (0.85) |
−0.00*** (−3.05) |
||
Home owner | 0.48 (0.92) |
0.76 (0.72) |
0.45 (0.85) |
|||||
Mortgagor | 2.39*** (3.16) |
1.23** (2.32) |
2.50 (1.60) |
2.05** (2.15) |
0.86 (1.53) |
|||
Refinanced | 0.15 (0.72) |
0.54 (1.02) |
−0.00 (−0.01) |
−0.82 (−0.82) |
0.33 (1.03) |
1.05** (2.00) |
||
Moved home | 0.35*** (3.15) |
0.27*** (3.15) |
0.41** (2.25) |
0.25 (1.50) |
0.31** (2.16) |
0.28*** (2.95) |
||
Employed | 0.66* (1.88) |
0.50*** (2.66) |
0.71 (1.58) |
0.41 (1.26) |
0.53 (0.95) |
0.61*** (2.69) |
||
Not in the labour force | 0.19 (0.43) |
0.38* (1.82) |
0.46 (0.85) |
0.13 (0.36) |
−0.26 (−0.35) |
0.56** (2.23) |
||
Constant | 4.48* (1.75) |
−2.71 (−1.43) |
8.73** (2.14) |
−3.88 (−1.16) |
3.41 (1.04) |
−2.24 (−0.97) |
||
R2 | 0.010 | 0.008 | 0.017 | 0.009 | 0.011 | 0.010 | ||
Observations | 5,185 | 12,163 | 2,161 | 3,284 | 2,994 | 8,879 | ||
Notes: ***, ** and * denote statistical significance at the 1, 5 and 10 per cent levels, respectively; t statistics shown in parentheses; standard errors are clustered by household; coefficient estimates on control variables are omitted Sources: Authors' calculations; HILDA Survey Release 14.0 |