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
Equitable funding for health care: integrating social outcomes. This project will develop an innovative method for decision makers to achieve more equitable allocation of scarce health care resources. Health programs and treatments affect not just health (survival & health related quality of life) but also broader aspects of well-being (e.g. dignity, autonomy, safety). Our current methods for evaluating value for money in health do not capture these aspects. The project will provide benefit by a ....Equitable funding for health care: integrating social outcomes. This project will develop an innovative method for decision makers to achieve more equitable allocation of scarce health care resources. Health programs and treatments affect not just health (survival & health related quality of life) but also broader aspects of well-being (e.g. dignity, autonomy, safety). Our current methods for evaluating value for money in health do not capture these aspects. The project will provide benefit by allowing health system decision makers to achieve fairer allocation of resources across diverse health conditions, interventions and patient populations. Expected outcomes include a new tool for assessing interventions and measuring population health incorporating both health and social outcomes. Read moreRead less
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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Improving external validity of stated choice experiments. This project aims to deliver more accurate estimates of choice behaviour by reducing biases due to choice task complexity in surveys as well as design artefacts. Extracting 'true' preferences is challenging, not only due to possible hypothetical bias, but also due to increasingly complex choice tasks and the existence of design artefacts. This project will investigate the latter two in the context of marketing, transport, health, and envi ....Improving external validity of stated choice experiments. This project aims to deliver more accurate estimates of choice behaviour by reducing biases due to choice task complexity in surveys as well as design artefacts. Extracting 'true' preferences is challenging, not only due to possible hypothetical bias, but also due to increasingly complex choice tasks and the existence of design artefacts. This project will investigate the latter two in the context of marketing, transport, health, and environmental economics, and proposes new methodologies to extract preferences that more closely reflect true behaviour in real markets.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE140100463
Funder
Australian Research Council
Funding Amount
$380,364.00
Summary
Exceptional upward mobility against all odds: Non-cognitive skills and early-childhood disadvantage. Children from economically disadvantaged backgrounds who exceed their parents' social achievements are pioneers. The aims of this project are to introduce this exceptional upward mobility as an alternative measure of economic success and to study its distribution and determinants. The main hypothesis is that these pioneers, apart from being intelligent, have a set of non-cognitive skills that mak ....Exceptional upward mobility against all odds: Non-cognitive skills and early-childhood disadvantage. Children from economically disadvantaged backgrounds who exceed their parents' social achievements are pioneers. The aims of this project are to introduce this exceptional upward mobility as an alternative measure of economic success and to study its distribution and determinants. The main hypothesis is that these pioneers, apart from being intelligent, have a set of non-cognitive skills that make them successful. This will be the first study to analyse these individuals and the personality-related determinants of their life trajectories. It will contribute to understand the various pathways via which non-cognitive skills affect upward mobility, and assess their malleability during childhood or adolescence.Read moreRead less
Self-control in Economic Behaviour. This project aims to use new Australian data to study the way that people’s self-control affects their economic behaviour. This project expects to advance science by testing two new ways of identifying whether people understand their own self-control issues and conducting an innovative program of research that links people’s self-control to their life chances. Expected outcomes include an understanding of i) the factors driving the capacity for self-control; i ....Self-control in Economic Behaviour. This project aims to use new Australian data to study the way that people’s self-control affects their economic behaviour. This project expects to advance science by testing two new ways of identifying whether people understand their own self-control issues and conducting an innovative program of research that links people’s self-control to their life chances. Expected outcomes include an understanding of i) the factors driving the capacity for self-control; ii) the role of self-control in promoting wellbeing; and iii) policy options for improving outcomes through better self-control. This should provide significant benefits in supporting policy agendas such as the Government’s Priority Investment Approach and behavioural economics teams. Read moreRead less
Factors which influence the preferences of GPs and women for contraceptive products. This research will provide valuable information to manufacturers, providers and consumers of contraceptive products, that will assist consumers in making the best choice of contraception given the complex array of alternatives available. Manufactuers will be able to use the information to advise their clients about the risks and benefits of various products. Consumers will be able to use this enhanced knowledge ....Factors which influence the preferences of GPs and women for contraceptive products. This research will provide valuable information to manufacturers, providers and consumers of contraceptive products, that will assist consumers in making the best choice of contraception given the complex array of alternatives available. Manufactuers will be able to use the information to advise their clients about the risks and benefits of various products. Consumers will be able to use this enhanced knowledge for better family planning, thus improving the health of parents and children.Read moreRead less
The economics of filial informal care: future trends and directions for policy supports. This project examines the family decision on informal care and living arrangements, it aims to make constructive policy suggestions in order to promote the healthy life of elderly people, support more productive and fulfilling lives of adult children with elderly parents and fortify supportive family structures.
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
Modelling community preferences for health policy: how choice experiments can inform the organisation of acute health services for older Australians. This work will provide vital information on community preferences to inform health policy regarding how we should best organise acute healthcare for older Australians. It addresses one of the most pressing health policy issues in Australia: how to maintain a sustainable, equitable and responsive health care system, in the face of an ageing populati ....Modelling community preferences for health policy: how choice experiments can inform the organisation of acute health services for older Australians. This work will provide vital information on community preferences to inform health policy regarding how we should best organise acute healthcare for older Australians. It addresses one of the most pressing health policy issues in Australia: how to maintain a sustainable, equitable and responsive health care system, in the face of an ageing population.Read moreRead less