Big data turned on health
Researchers have analysed millions of Medicare claims to gain insights into Australian general practice.
A team from UNSW has used big data analytics to explore how general practice in Australia has changed over the last two decades.
They found that while there has been a move towards bigger GP practices, patient loyalty remains high.
UNSW Professor Louisa Jorm, director of the Centre for Big Data Research in Health, says some very valuable insights emerged from what is an extremely data-poor field of research.
“We were surprised to see that there is very little information out there on general practices in Australia,” she said.
“For example, since the Annual Survey of Divisions ended in 2011, we don’t even know how many GP practices there are in Australia.
“We need data to help drive policy in the primary care system in Australia, and right now up-to-date data is hard to find.”
So, the team set out to apply a novel big data analytics approach to a large set of Medicare claims – to learn more about GP practices, the proportion of bulk-billed claims, continuity of care, patient loyalty and patient sharing.
The researchers analysed millions of Medicare claims from GP consultations during 1994–2014 for a random 10 per cent sample of Australian residents, and used network analysis techniques to identify GP communities.
“We looked at the claims to see when patients were visiting different doctors for their GP services. Where doctors had many patients in common, it’s likely they are sharing the care for these patients in the same medical practice, so we grouped them together as a provider-practice community, or PPC,” says Professor Jorm.
The data show that practice communities have grown over time: the proportion of PPCs with six or more providers increased from 32 per cent in 1994 to 43 per cent in 2014, while that of sole provider PPCs declined from 50 per cent to 39 per cent.
The median number of claims per patient per year remained stable over the 21-year study period.
The study also revealed interesting insights into patient loyalty, says Professor Jorm.
“Despite this shift towards much bigger GP practices and fewer solo GPs, we found that patients’ loyalty to their usual GP and usual GP practice is high, and has been stable over the last 20 years,” she said.
“Our findings also show that team-based approaches – where patients see multiple GPs within a practice rather than having a single GP – are associated with greater patient loyalty to the practice. This is encouraging for GPs who need to balance work and family commitments.
“This high level of patient loyalty has implications for the design of incentive programs for encouraging quality primary care if their success relies on the patients’ choice of practice.”
The research also found that the proportion of PPCs in which all providers bulk-billed all consultations ranged from 22 per cent in 1994 to 29 per cent in 2014.
“These trends are consistent with the reported drop in the number of bulk-billed claims to a record low in 2003-4, before increasing after bulk-billing incentives were introduced in 2004,” explains Professor Jorm.
Looking ahead, the novel big data approach used in this study will help researchers monitor the features of Australian general practices and their influence on patient care.
“Our findings open up a new toolbox for exploring how patients use health care services. The next step is to explore the implications of the data on patients’ health and health outcomes,” says Professor Jorm.