Objectives: Australia's universal health insurance system Medicare generates very large amounts of data on out-of-pocket expenditure (DOPE), but only highly aggregated statistics are routinely published. Our primary purpose is to develop indices from the Medicare administrative data to quantify changes in the level and distribution of OOPE on out-of hospital medical services over time. Methods: Data were obtained from the Australian Hypertension and Absolute Risk Study, which involved patients aged 55 years and over (n=2653). Socio-economic and clinical information was collected and linked to Medicare records over a five-year period from March 2008. The Fisher price and quantity indices were used to evaluate year-to-year changes in DOPE. The relative concentration index was used to evaluate the distribution of DOPE across socio-economic strata. Results: Our price index indicates that overall OOPE were not rising faster than inflation, but there was considerable variation across different types of services (e.g. OOPE on professional attendances rose by 20% over a five-year period, while all other items fell by around 14%). Concentration indices, adjusted for demographic factors and clinical need, indicate that DOPE tends to be higher among those on higher incomes. Conclusions: A major challenge in utilizing large administrative data sets is to develop reliable and easily interpretable statistics for policy makers. Price, quantity and concentration indices represent statistics that move us beyond the average. (C) 2017 The Author(s). Published by Elsevier Ireland Ltd.