Economic Record · 2008 · 20 citations · 32 references
Public AffairsHealth PolicyHealth Care FinancingHealth EconomicsHealth EquityFinancial ProtectionHealth Care CostsHealth Care Expenditure AnalysisHealth Care SubsidiesHealth ExpenditureOut-of-pocket SpendingHealth Expenditure DistributionHousehold Expenditure SurveysHousehold Health ExpenditureHousehold Health SpendingLow IncomeOut-of-pocket Expenditure AnalysisOut-of-pocket Health ExpendituresOut-of-pocket Health Spending
Out‐of‐pocket health expenditures in Australia are high in international comparisons and have been growing at a faster rate than most other health costs in recent years. This raises concerns about the extent to which out‐of‐pocket costs have constrained access to health services for low income households. Using data from the ABS Household Expenditure Survey 2003–2004, we model the relationships between health expenditure shares and equivalised total expenditure for categories of out‐of‐pocket health expenditures and analyse the extent of protection given by concession cards. To allow for flexibility in the relationship we adopt Yatchew's semi‐parametric estimation technique. This is the first detailed distributional analysis of household health expenditures in Australia. We find mixed evidence for the protection health concession cards give against high out‐of‐pocket health expenditures. Despite higher levels of subsidy, households with concession cards do not have lower out‐of‐pocket expenditures than non‐cardholder households except for the highest expenditure quintile. Cards provide most protection for GP out‐of‐pocket expenditures.
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Root-N-Consistent Semiparametric Regression
Peter M. Robinson · Econometrica · 1988 · 2.5K citations
William S. Cleveland, Susan J. Devlin, Eric H. Grosse · Journal of Econometrics · 1988 · 601 citations
Nonparametric Regression Techniques in Economics
Adonis Yatchew · Journal of Economic Literature · 1998 · 410 citations