Bayesian Analysis of Treatment Effects in Experiments with Imperfect Compliance. This research has a potential to benefit society by providing methods to evaluate the effectiveness of medical treatments and socio-economic and health related interventions and policies based on experiments with imperfect compliance. The proposed methods are directly relevant to the second national research priority, as they can be used to test potential measures for preventative health care and to evaluate measure ....Bayesian Analysis of Treatment Effects in Experiments with Imperfect Compliance. This research has a potential to benefit society by providing methods to evaluate the effectiveness of medical treatments and socio-economic and health related interventions and policies based on experiments with imperfect compliance. The proposed methods are directly relevant to the second national research priority, as they can be used to test potential measures for preventative health care and to evaluate measures for strengthening Australia's social and economic fabric. The usefulness of our methods is demonstrated in the analysis of the effectiveness of a training program for the unemployed in alleviating negative mental health effects from job loss.Read moreRead less
Theory and applications of Bayesian and likelihood analyses for finite mixture, random effect and multinomial models. The expected outcomes of the project are: to establish the scientific
value of modern Bayesian methods for statistical inference in a wider
range of applications than previously available, to contribute to the greater unification of the current theories of statistical inference which are to some extent in conflict, and to provide a set of Bayesian analytic tools implemented in ....Theory and applications of Bayesian and likelihood analyses for finite mixture, random effect and multinomial models. The expected outcomes of the project are: to establish the scientific
value of modern Bayesian methods for statistical inference in a wider
range of applications than previously available, to contribute to the greater unification of the current theories of statistical inference which are to some extent in conflict, and to provide a set of Bayesian analytic tools implemented in widely available, free and open-source statistical software.
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Financing aged care in Australia: Mitigating fiscal gaps and maintaining intergenerational equity. Aged care has been identified as a significant contributor to the growing fiscal problems predicted for Australian government finances during the next 10 to 20 years. This project will develop the cutting-edge modelling tools needed to allow Australia to make informed decisions about possible reforms in aged care financing. It will create significant national benefits by allowing detailed assessmen ....Financing aged care in Australia: Mitigating fiscal gaps and maintaining intergenerational equity. Aged care has been identified as a significant contributor to the growing fiscal problems predicted for Australian government finances during the next 10 to 20 years. This project will develop the cutting-edge modelling tools needed to allow Australia to make informed decisions about possible reforms in aged care financing. It will create significant national benefits by allowing detailed assessment of the distributional impact of a wide range of possible reforms, including how the outcomes of any policy change will affect disadvantaged sections of our society, whether different generations will be fairly treated, and the impact by gender.Read moreRead less
Health Production Functions: Effects of Socioeconomic and Lifestyle Factors on Health Status. Improving the health and wellbeing of individuals is a priority for the Australian government. Empirical knowledge on the determinants of health is crucial for effective allocation of public health funds. We propose a thorough economic investigation into the interrelationships between self-assessed health, chronic conditions, obesity, private insurance status, and socioeconomic and lifestyle factors, us ....Health Production Functions: Effects of Socioeconomic and Lifestyle Factors on Health Status. Improving the health and wellbeing of individuals is a priority for the Australian government. Empirical knowledge on the determinants of health is crucial for effective allocation of public health funds. We propose a thorough economic investigation into the interrelationships between self-assessed health, chronic conditions, obesity, private insurance status, and socioeconomic and lifestyle factors, using advanced microeconometric techniques and comprehensive national and Victorian health surveys. We will link the micro-level findings to economic and policy implications for the Australian health sector and society. The research will be valuable in the design and evaluation of health promotion programs.Read moreRead less
Impacts of Population Ageing and Prevalence of Chronic Illnesses on Labour Market Outcomes and Health Service Utilisation. The Australian population is ageing due to the combined effects of increasing life expectancy and decreasing birth rate. The prevalence of major chronic illnesses including diabetes, heart disease and mental health conditions has also increased consistently. With a suite of state-of-the-art econometric and simulation models, we propose the first comprehensive analysis at the ....Impacts of Population Ageing and Prevalence of Chronic Illnesses on Labour Market Outcomes and Health Service Utilisation. The Australian population is ageing due to the combined effects of increasing life expectancy and decreasing birth rate. The prevalence of major chronic illnesses including diabetes, heart disease and mental health conditions has also increased consistently. With a suite of state-of-the-art econometric and simulation models, we propose the first comprehensive analysis at the individual level of the complex relationships between health status, chronic illnesses, labour market decisions, private health insurance status, and health service utilisations of older Australians. The research will enhance the technical rigour and capacity for analysing a range of health and ageing related policies and issues.Read moreRead less