Using Big Data To Reduce Inappropriate Medication Use
Funder
National Health and Medical Research Council
Funding Amount
$318,768.00
Summary
Potentially inappropriate medication use both increases patient harm and wastes considerable health resources. However methods for measuring patterns of use are not well developed nor utilised in policy. This research will measure the scope, variation and burden of potentially inappropriate medication use in Australia. My unique combination of biostatistical, data and policy expertise will enable this research to create new actionable tools for evaluating the Australian healthcare system.
Strengthening The Evidence Foundation For Public Health Guidelines
Funder
National Health and Medical Research Council
Funding Amount
$987,647.00
Summary
Public health guidelines should be based on rigorous evidence. If underlying studies are not sound, guidelines will not be credible or implemented. Dietary guidelines have been criticized for being biased. Our group studies bias across the whole research process – from the questions asked to the final publication. This project will measure the influence of bias at all stages in nutrition research in order to improve the evaluation of this research and the evidence base for dietary guidance.
Lung disease is a major cause of death and disability world-wide. Tuberculosis was responsible for 1.4 million deaths in 2011. Asthma and chronic obstructive pulmonary disease (COPD) have been high priority diseases in Australia for many years. It was estimated that there were over 3 million deaths attributable to particulate air pollution in 2010. In this Fellowship I will undertake a series of projects designed to improve our understanding of these diseases and their causes.
Latent variable modelling of discrete choice experiments. Discrete choice experiments and models are used to forecast consumer responses to changes in products policies and programs worldwide. Recent research suggests key model assumptions are violated because error variances covary with observed and unobserved factors. In order to address this, we will model systematic relationships between error variances and observed (eg, prices, survey length) and unobserved (eg, 'convenience', 'reputation') ....Latent variable modelling of discrete choice experiments. Discrete choice experiments and models are used to forecast consumer responses to changes in products policies and programs worldwide. Recent research suggests key model assumptions are violated because error variances covary with observed and unobserved factors. In order to address this, we will model systematic relationships between error variances and observed (eg, prices, survey length) and unobserved (eg, 'convenience', 'reputation') factors to improve model reliability and accuracy. This should lead to more accurate models/forecasts, benefitting business and government, which addresses the national priority of 'frontier technologies, promoting an innovative culture and economy'.Read moreRead less
The causes and consequences of marital separation and divorce in Australia. This project will use longitudinal Australian data to investigate the causes and consequences of marriage breakdown. Most previous Australian divorce research has concentrated on describing overall trends, or has used samples of separated and divorced populations only. This study will use data from representative population samples to first develop a conceptual framework for understanding the structural and demographic ....The causes and consequences of marital separation and divorce in Australia. This project will use longitudinal Australian data to investigate the causes and consequences of marriage breakdown. Most previous Australian divorce research has concentrated on describing overall trends, or has used samples of separated and divorced populations only. This study will use data from representative population samples to first develop a conceptual framework for understanding the structural and demographic determinants of marriage breakdown in Australia, second gain a greater understanding of the financial and health implications of separation and divorce over time, and third identify issues that arise from the research that are relevant for informing social policy relating to marital breakdown. The main outcomes will be a significant advance in our understanding of the factors contributing to divorce and the consequences of divorce in Australia and the provision of essential knowledge to better inform policies relating to marital separation and divorce.Read moreRead less
Everyday Incivilities. The study aims to provide the best available evidence on the seriousness of everyday incivilities between strangers in public places as a social problem in Australian society. This will involve gathering self-report data from socially diverse Australians for the purpose of exploring social group differences in (i) the type and prevalence of everyday incivilities experienced, and (ii) the social and psychological costs of exposure to everyday incivilities. The information ....Everyday Incivilities. The study aims to provide the best available evidence on the seriousness of everyday incivilities between strangers in public places as a social problem in Australian society. This will involve gathering self-report data from socially diverse Australians for the purpose of exploring social group differences in (i) the type and prevalence of everyday incivilities experienced, and (ii) the social and psychological costs of exposure to everyday incivilities. The information gathered will be used to identify high risk social groups and public places, and serve as a basis for developing programs for reducing everyday incivilities.Read moreRead less
A longitudinal study of the housing stability of the homeless in Victoria. This is a longitudinal panel study of the homeless in urban and rural Victoria; it will interview residents of transitional housing over two years, analysing factors that contribute to success or failure in achieving housing stability. The research starts from the assumption that homelessness is not simply a condition of being without shelter at a specific point in time, but is a situation of chronic housing instability. ....A longitudinal study of the housing stability of the homeless in Victoria. This is a longitudinal panel study of the homeless in urban and rural Victoria; it will interview residents of transitional housing over two years, analysing factors that contribute to success or failure in achieving housing stability. The research starts from the assumption that homelessness is not simply a condition of being without shelter at a specific point in time, but is a situation of chronic housing instability. The project proposal has the support of a consortium of housing agencies in urban and rural Victoria who anticipate specific outcomes in service design evaluation and in detailed knowledge about the causes of homelessness.Read moreRead less
Understanding the Spatial and Social Drivers of Employment Transitions. This project reconsiders significant changes in the Australian labour market by utilising new conceptual tools based on temporal and spatial dimensions of productive activities and employment. The analysis provides an understanding of the socio-economic and spatial drivers of job and employment transitions and how they vary across Australia. The outcomes will be a new hierarchical model of labour market regions for assessin ....Understanding the Spatial and Social Drivers of Employment Transitions. This project reconsiders significant changes in the Australian labour market by utilising new conceptual tools based on temporal and spatial dimensions of productive activities and employment. The analysis provides an understanding of the socio-economic and spatial drivers of job and employment transitions and how they vary across Australia. The outcomes will be a new hierarchical model of labour market regions for assessing the social impact of employment transitions in regions, localities and remote areas providing evidence to inform region-specific policy. The innovative statistical methodology to enhance current analytical models of spatial variation in employment transitions will contribute significantly to international research. Read moreRead less
The role of online social networks in successful ageing: benefitting from 'who you know' at older ages. The project will increase understanding of how online social networking contributes to successful ageing through partnering, economic and voluntary activity, family and social connectedness. The findings will inform policy recommendations, social interventions and education programs designed to enhance 'ageing well, ageing productively'. These are expected to benefit the health and well-being ....The role of online social networks in successful ageing: benefitting from 'who you know' at older ages. The project will increase understanding of how online social networking contributes to successful ageing through partnering, economic and voluntary activity, family and social connectedness. The findings will inform policy recommendations, social interventions and education programs designed to enhance 'ageing well, ageing productively'. These are expected to benefit the health and well-being of older Australians, with economic benefits of increased contributions to society and fewer demands on services. Social and economic benefits are also expected from insights into reducing the technological and psychological barriers that prevent older people from benefiting from the Internet and online social networking.Read moreRead less
Assessing and enhancing the quality of longitudinal survey data. Australia has begun investing heavily in the collection of population-wide longitudinal survey data. Most of that effort has focused first on collection and dissemination and second on analysis, with scant attention paid to the quality of data collected. This is unfortunate given that longitudinal surveys exhibit many problems (e.g., attrition, panel conditioning, and seam effects) that are not relevant in more ubiquitous cross-sec ....Assessing and enhancing the quality of longitudinal survey data. Australia has begun investing heavily in the collection of population-wide longitudinal survey data. Most of that effort has focused first on collection and dissemination and second on analysis, with scant attention paid to the quality of data collected. This is unfortunate given that longitudinal surveys exhibit many problems (e.g., attrition, panel conditioning, and seam effects) that are not relevant in more ubiquitous cross-section of surveys. Without adequate resources devoted to these methodological issues, the quality of substantive research will be questioned and interest from potential users decline. Maximizing the investment being made in longitudinal data thus requires a complementary investment in methodological research.Read moreRead less