Bayesian choice modelling. Discrete choice models are important as they provide tools to help understand choice processes of decision makers. It remains a challenge to specify models with covariance structures flexible enough to capture complex patterns of cross-substitution between choices while being able to capture heterogeneity present in individual behaviour. We will develop a Bayesian approach to choice modelling that uses covariance selection to overcome these problems. This will train re ....Bayesian choice modelling. Discrete choice models are important as they provide tools to help understand choice processes of decision makers. It remains a challenge to specify models with covariance structures flexible enough to capture complex patterns of cross-substitution between choices while being able to capture heterogeneity present in individual behaviour. We will develop a Bayesian approach to choice modelling that uses covariance selection to overcome these problems. This will train researchers and raise the profile of Australia in an active research area that is important in the social sciences; substantive applications will be in health economics, but developments will also be relevant to cognate areas of biostatistics, epidemiology, and ecology.Read moreRead less
Flexible methods for latent variable models applied to Health Economics. This project aims to develop flexible and powerful methods for estimating models containing variables that are unobserved, that is, latent. Such models are often used to capture individual heterogeneity and time dependence in data collected on individuals, with each individual observed for several time periods. Latent variables can also infer group membership, where such membership is unavailable from the data. The intended ....Flexible methods for latent variable models applied to Health Economics. This project aims to develop flexible and powerful methods for estimating models containing variables that are unobserved, that is, latent. Such models are often used to capture individual heterogeneity and time dependence in data collected on individuals, with each individual observed for several time periods. Latent variables can also infer group membership, where such membership is unavailable from the data. The intended methodology is Bayesian and based on new particle methods that allow users to select between models and predict future observations even in complex situations. The research aims to inform decision making through improved use of data in health economics and related fields.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL110100247
Funder
Australian Research Council
Funding Amount
$2,461,000.00
Summary
Understanding the implications of population ageing for the future costs of funding health care, aged care and aged pensions in Australia. Decisions about health insurance, aged care, superannuation and retirement are often very complex, and most people find making the best choices extremely challenging. This project will develop new models and design new policies that can help people make better decisions in these areas, leading to greater well being in retirement.
Economic analysis of inter-relationships between private health insurance and health expenditures. Health care services involve a complex mix of private and public funding and provision. The links between policy initiatives, such as private health insurance incentives, and outcomes are often unclear. This project involves a detailed economic and econometric investigation of individual health insurance and health care consumption decisions and their interaction, and the resulting impact on health ....Economic analysis of inter-relationships between private health insurance and health expenditures. Health care services involve a complex mix of private and public funding and provision. The links between policy initiatives, such as private health insurance incentives, and outcomes are often unclear. This project involves a detailed economic and econometric investigation of individual health insurance and health care consumption decisions and their interaction, and the resulting impact on health care utilisation and expenditure across public and private sectors. The significance of the project lies in its use of innovative methods to combine several data sources, and in the potential for the resulting models to predict the impact of future health policy initiatives.
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The training and job decisions of nurses: an integrated approach using panel surveys and dynamic discrete choice experiments. The nursing shortage in Australia is considered to be at crisis stage. The results of this study will lead to improved recruitment and retention of students in nursing, improved retention of new nurses in the health workforce, better design of nursing roles and job structure, and testing of the acceptability of changed health service delivery models. It will also lead to ....The training and job decisions of nurses: an integrated approach using panel surveys and dynamic discrete choice experiments. The nursing shortage in Australia is considered to be at crisis stage. The results of this study will lead to improved recruitment and retention of students in nursing, improved retention of new nurses in the health workforce, better design of nursing roles and job structure, and testing of the acceptability of changed health service delivery models. It will also lead to better health workforce planning. The study directly contributes to filling the gaps in health labour force quantitative studies identified in a recent Productivity Commission Report, and provides a basis for the implementation of the Commission's recommendations.Read moreRead less
The Economic And Social Impacts Of Genetic Sequencing For Intellectual Disability
Funder
National Health and Medical Research Council
Funding Amount
$1,263,576.00
Summary
In this project we will quantify the social and financial costs to families of severe intellectual disability that is genetic in origin. We will assess these impacts in terms of poorer carer health, relationship breakdown, lost income and risk of poverty, as well as increased dependence on government, particularly on welfare payments, and reduced personal income tax paid. We will then determine the extent to which modern clinical genomics can contribute to ameliorating these impacts.
Understanding and Modeling Individual Choices in Applied Economics. The fellowship will create a critical mass of researchers in choice modeling theory and methods in areas that Australia needs to sustain economic progress and plan for the future. It will significantly advance knowledge in several major areas: design of health insurance markets; tests for adverse selection in insurance markets; ability of people to plan for retirement (superannuation choices); ability of people to plan and choos ....Understanding and Modeling Individual Choices in Applied Economics. The fellowship will create a critical mass of researchers in choice modeling theory and methods in areas that Australia needs to sustain economic progress and plan for the future. It will significantly advance knowledge in several major areas: design of health insurance markets; tests for adverse selection in insurance markets; ability of people to plan for retirement (superannuation choices); ability of people to plan and choose in dynamic environments; and decisions to adopt new technologies/products in evolving technology markets. The outcome will be new ways to understand and predict choices that can significantly improve practices in business and other organisations.Read moreRead less
Patient waiting times at public hospitals and the demand for private care. Public hospital waiting times compromise the objective of accessible health care for all Australians. Past policy focused on private insurance incentives to ease pressure on public hospitals. Current policy focuses on extra public provision. This will be the first Australian research to model the impact of waiting times on private health insurance and the choice between private and public hospital treatment. We will analy ....Patient waiting times at public hospitals and the demand for private care. Public hospital waiting times compromise the objective of accessible health care for all Australians. Past policy focused on private insurance incentives to ease pressure on public hospitals. Current policy focuses on extra public provision. This will be the first Australian research to model the impact of waiting times on private health insurance and the choice between private and public hospital treatment. We will analyse how waiting times differ by income, medical procedure and region, and quantify the benefits associated with different ways of reducing waiting lists. This research will provide an evidence base for effective policy design and lead to better targeting of health care investments.Read moreRead less
Insecure Work and the Mental Health of Workers and their Families. This project aims to explore the relationship between insecure work and mental health by applying advanced econometric methods to large survey and administrative datasets, and newly collected survey data. This project expects to provide causal policy-relevant estimates of how insecure work is affecting the wellbeing of workers and their families, and for whom the effects are most harmful. It also expects to inform on how poor men ....Insecure Work and the Mental Health of Workers and their Families. This project aims to explore the relationship between insecure work and mental health by applying advanced econometric methods to large survey and administrative datasets, and newly collected survey data. This project expects to provide causal policy-relevant estimates of how insecure work is affecting the wellbeing of workers and their families, and for whom the effects are most harmful. It also expects to inform on how poor mental health influences the types of jobs that people enter into. This should provide significant benefits, including evidence needed to improve existing workplace and employment programs, and evidence ensuring that assistance is efficiently targeted to those workers and industries with the greatest need.Read moreRead less
Living on the Margin: The Relationship between Mental Health and Work in Australia. This project will assess the relationship between Australians' mental health and their work, for example, employment status, work conditions and hours. The study is the first to exploit the detailed timing of mental health and employment transitions to identify whether poor labour market outcomes lead to poor mental health or whether the reverse is true. New Australian data will be used to understand whether the ....Living on the Margin: The Relationship between Mental Health and Work in Australia. This project will assess the relationship between Australians' mental health and their work, for example, employment status, work conditions and hours. The study is the first to exploit the detailed timing of mental health and employment transitions to identify whether poor labour market outcomes lead to poor mental health or whether the reverse is true. New Australian data will be used to understand whether the link between mental health and work adds to the economic vulnerability of families and those at risk of homelessness. The results will advance our understanding of the way that mental health affects overall economic well-being and will inform current policy initiatives to promote economic participation and good mental health.Read moreRead less