RDP 2020-02: The Distributional Effects of Monetary Policy: Evidence from Local Housing Markets Appendix A: Data Description

Table A1: Variables Used in Unrestricted and Restricted Models
Variable Source Start date End date Frequency
Hedonic dwelling price index CoreLogic March 1990 June 2019 Quarterly
Hedonic house price index CoreLogic March 1990 June 2019 Quarterly
Hedonic apartment price index CoreLogic March 1990 June 2019 Quarterly
Median sales price CoreLogic March 1990 June 2019 Quarterly
Cash rate target RBA March 1990 June 2019 Quarterly
GDP growth, year-ended ABS March 1990 June 2019 Quarterly
Unemployment rate ABS March 1990 June 2019 Quarterly
Terms of trade ABS March 1990 June 2019 Quarterly
RBA forecasts of unemployment, real GDP and inflation RBA September 1992 September 2018 Quarterly
Forecast of aggregate real housing index CoreLogic, ABS and authors' calculations September 1992 September 2018 Quarterly
Credit measure spreads Beckers (2020) September 1992 September 2018 Quarterly
Table A2: Model Selection Variables
Variable Description Source Year
Population density Population per square metre ABS Census,
Australian Statistical
Geography Standard
(ASGS)
1991, 2016
Dwelling density Number of dwellings per square metre ABS Census, ASGS 1991, 2016
Median age   ABS Census 2016
Mortgagor rate Share of dwellings owned with a mortgage; per cent ABS Census 2016
Ownership rate Share of dwellings owned with a mortgage or outright; per cent ABS Census 2016
Outright ownership rate Share of dwellings owned outright; per cent ABS Census 2016
Renter rate Share of dwellings rented; per cent ABS Census 2016
Share of workers in mining, manufacturing or financial industry Share of working-age population; per cent ABS Census 2016
Share of workers in ‘cyclical’ industries Share of working-age population in construction, accommodation, and food or retail trade; per cent ABS Census 2016
Apartment share Share of dwellings that are apartments; per cent ABS Census 2016
Income growth Percentage points ABS Census 2006, 2011, 2016
Share rent interest deductions(a) Share of individuals with rent interest deductions; per cent ATO 2016/17
Rent interest deductions per capita Log level (dollars) ATO 2016/17
Share of individuals with rental
income(a)
Per cent ATO 2016/17
Rental profit per capita Log level (dollars) ATO 2016/17
Share of individuals with interest
income(a)
Per cent ATO 2016/17
Share of individuals with net capital
gains(a)
Per cent ATO 2016/17
Net capital gains per capita Log level (dollars) ATO 2016/17
Share of individuals with unfranked
dividends(a)
Per cent ATO 2016/17
Share of individuals with franked
dividends(a)
Per cent ATO 2016/17
Share of individuals with franked
dividend credits(a)
Per cent ATO 2016/17
Share of individuals with dividend
deductions(a)
Per cent ATO 2016/17
Unfranked dividends per capita Log level (dollars) ATO 2016/17
Franked dividends per capita Log level (dollars) ATO 2016/17
Franked dividend credits per capita Log level (dollars) ATO 2016/17
Dividend deductions per capita Log level (dollars) ATO 2016/17
Share of individuals with salary or
wages(a)
Per cent ATO 2016/17
Salary or wage per capita Log level (dollars) ATO 2016/17
Taxable income per capita Log level (dollars) ATO 2016/17
Share of individuals with low income
tax offset(a)
Per cent ATO 2016/17
Low income tax offset per capita Log level (dollars) ATO 2016/17
Share of individuals with allowance, earnings, tips, director fees(a) Per cent ATO 2016/17
Allowance, earnings, tips, director fees per capita Log level (dollars) ATO 2016/17
Median investment income Log level (dollars) ABS 2016
Mean investment income Log level (dollars) ABS 2016
Median employee income Log level (dollars) ABS 2016
Median total income excluding government pensions Log level (dollars) ABS 2016
Share of working-age population earning negative income per week Per cent ABS 2016
Share of working-age population earning no income per week Per cent ABS 2016
Share of working-age population earning between $1–$499 per week Per cent ABS 2016
Share of working-age population earning between $500–$999 per week Per cent ABS 2016
High mortgage servicing Share of households with mortgage repayments greater than or equal to 30 per cent of household income ABS 2016
High rent servicing Share of households with rental payments greater than or equal to 30 per cent of household income ABS 2016
Share of population on age pension Per cent ABS 2018
Household net worth Log level (dollars) ABS 2016
Share of hand-to-mouth households As defined by La Cava, Hughson and Kaplan (2016); per cent HILDA 2002, 2006,
2010, 2014
Share of wealthy hand-to-mouth households As defined by La Cava et al (2016); per cent HILDA 2002, 2006,
2010, 2014
Share of poor hand-to-mouth households As defined by La Cava et al (2016); per cent HILDA 2002, 2006, 2010, 2014
Mean net worth Log level (dollars) HILDA 2002, 2006, 2010, 2014
Mean liquid wealth Log level (dollars) HILDA 2002, 2006, 2010, 2014
Mean illiquid wealth Log level (dollars) HILDA 2002, 2006, 2010, 2014
Share of housing value determined by ‘zoning’ See Appendix B for details; per cent CoreLogic; RBA 2015–16
Share of housing value determined by land See Appendix B for details; per cent CoreLogic; RBA 2015–16
Share of housing value determined by physical land See Appendix B for details; per cent CoreLogic; RBA 2015–16
Share of housing value determined by structure See Appendix B for details; per cent CoreLogic; RBA 2015–16
Mortgage servicing share Median mortgage payment as a percentage of median household income; per cent ABS Census 2016
Rent servicing share Median rent payment as a percentage of median household income; per cent ABS Census 2016
Housing servicing share Weighted average of mortgage and rent servicing ratios; weighted by share of households with mortgages or are renters ABS Census 2016
Investor density (working-age population) Share of working-age population with investment income; per cent ABS Census 2016
Investor density (population) Share of population with investment income; per cent ABS Census 2016
Investment-to-total income ratio Median investment income divided by median total income excluding government pensions ABS Census 2016
Share on government benefits Share of working-age population that receive Newstart or parenting payments ABS Census 2016
Share of working-age population earning at or below $999 per week Per cent ABS Census 2016
Average unemployment rate Per cent ABS 2010–18
Median household income Log level (dollars) ABS Census 1991
Median individual income Log level (dollars) ABS Census 1991
Unemployment rate Per cent ABS Census 1991
Employment-to-working-age population rate Per cent ABS Census 1991
Rental growth Percentage points CoreLogic 2005–18
Average sales growth Log level (dollars) CoreLogic 1991–94
Housing price growth Growth in hedonic dwelling price index; percentage change CoreLogic 1994–19
Notes: State and territory indicators of SA3s are also included in the elastic net and LAR
(a) ‘Share of individuals’ is based on individuals recorded by the ATO based on tax statistics