Predicting the diagnostic performance of individuals and organisations. Predicting the diagnostic performance of individuals and organisations. This project aims to address diagnostic error in advanced technology systems, by providing a mechanism to assess and improve individual diagnosticians’ performance. Organisations that rely on their employees’ diagnostic skills rarely assess them once the operators become qualified, so there is no basis for interventions that might prevent diagnostic erro ....Predicting the diagnostic performance of individuals and organisations. Predicting the diagnostic performance of individuals and organisations. This project aims to address diagnostic error in advanced technology systems, by providing a mechanism to assess and improve individual diagnosticians’ performance. Organisations that rely on their employees’ diagnostic skills rarely assess them once the operators become qualified, so there is no basis for interventions that might prevent diagnostic errors affecting thousands. This research tests a new method of assessing diagnostic skills based on how skilled operators respond to cues. This project will test how employees’ diagnostic skills change and whether this change corresponds to measures of organisational performance. This research is expected to provide organisations with a tool to pre-empt diagnostic errors that could minimise costs to the economy.Read moreRead less
Australian labour market adjustment to technology, trade and policy. This project aims to examine how the Australian labour market has adjusted over the past 30 years to several major developments: increased use of computers, growth in international trade and the mining boom, microeconomic reform, and the expansion of higher education. The analysis is designed to encompass the effect on labour market outcomes including workers’ pay, the skill composition of employment, migration flows and indivi ....Australian labour market adjustment to technology, trade and policy. This project aims to examine how the Australian labour market has adjusted over the past 30 years to several major developments: increased use of computers, growth in international trade and the mining boom, microeconomic reform, and the expansion of higher education. The analysis is designed to encompass the effect on labour market outcomes including workers’ pay, the skill composition of employment, migration flows and individuals’ decisions about acquiring education. Having a richer understanding of how the labour market has adjusted in the past may help policy-makers to infer how adjustment will happen in the future. For example, a better understanding of the effects of new technologies would provide a stronger basis for judging trends in job creation and hence the types of skills and training that will be required in Australia in future years.Read moreRead less
The socioeconomic determinants and dynamics of mental health and disorders in Australia and the United Kingdom: evidence from childhood to the elderly years. Poor mental health and specific mental disorders are prevalent in Australia, and have severe consequences for the social and economic functioning of individuals, families and communities. This project will shed new light on the long-term socio-economic determinants and dynamics of mental health, using data that tracks individuals over time.
New Perspectives on the Socioeconomic Determinants and Dynamics of Mental Health and Wellbeing using Panel, Cohort and Internet Search Data. This project will provide new evidence on the determinants and dynamics of mental health and wellbeing using a range of survey data that tracks individuals for up to 50 years, as well as real-time information from internet search data. Mental health problems often start early in life and reoccur throughout adulthood, which makes a better understanding of th ....New Perspectives on the Socioeconomic Determinants and Dynamics of Mental Health and Wellbeing using Panel, Cohort and Internet Search Data. This project will provide new evidence on the determinants and dynamics of mental health and wellbeing using a range of survey data that tracks individuals for up to 50 years, as well as real-time information from internet search data. Mental health problems often start early in life and reoccur throughout adulthood, which makes a better understanding of the relationship between childhood socioeconomic conditions and mental health outcomes throughout the life-course important for designing policies aimed at early prevention, and therefore reducing socioeconomic inequalities.Read moreRead less
Linear and non-linear Price Decentralization. General equilibrium theory provides the conceptual foundation for our understanding of efficiency and welfare economics. However, at present it does not provide for an adequate understanding in many seetings: for instance, in the case of incomplete financial markets and markets with imperfect information. This project is part of the ongoing and broad research program in the Economic Theory Center of The University of Melbourne on general equilibriu ....Linear and non-linear Price Decentralization. General equilibrium theory provides the conceptual foundation for our understanding of efficiency and welfare economics. However, at present it does not provide for an adequate understanding in many seetings: for instance, in the case of incomplete financial markets and markets with imperfect information. This project is part of the ongoing and broad research program in the Economic Theory Center of The University of Melbourne on general equilibrium theory and mathematical economics. It seeks to extend the classical theory of price decentralization and rectify some of the defects of modern general equilibrium theory.Read moreRead less
New Procedures for Multiple Testing of Econometric Models. In discipline areas ranging from biological and medicine sciences to economics and commerce, very important decisions are made on the basis of statistical or econometric models. There is usually a high degree of uncertainty about the exact form the model should take and the data available to help decide on the best form of the model is often limited. The new procedures developed in this project will help statisticians and econometricians ....New Procedures for Multiple Testing of Econometric Models. In discipline areas ranging from biological and medicine sciences to economics and commerce, very important decisions are made on the basis of statistical or econometric models. There is usually a high degree of uncertainty about the exact form the model should take and the data available to help decide on the best form of the model is often limited. The new procedures developed in this project will help statisticians and econometricians make better decisions about the best form of their models. Our approach gives a new method of validating an estimated model before it is put to use to make critical decisions.Read moreRead less
Nonparametric estimation of regression models with unknown error distributions. In discipline areas ranging from bioinformatics to economics and commerce, researchers make important decisions based on regression models, where the error density is often unknown. This project will result in a new sampling procedure that aims to choose bandwidth parameters for estimating the regression function and error density in nonparametric regression models. Our approach is of practical importance and can be ....Nonparametric estimation of regression models with unknown error distributions. In discipline areas ranging from bioinformatics to economics and commerce, researchers make important decisions based on regression models, where the error density is often unknown. This project will result in a new sampling procedure that aims to choose bandwidth parameters for estimating the regression function and error density in nonparametric regression models. Our approach is of practical importance and can be used to investigate relationships between variables that are observable in our economy and community. The nation will benefit from the output of this project by having its own experts in the area of proposed research, raising Australia's academic profile in econometrics and statistics. Read moreRead less
Testing for Age Discrimination in Hiring in the Australian Labour Market. This project will raise awareness in the community of the extent, or lack thereof, of age discrimination in the Australian labour market. This is particularly important as no other investigations of this nature have been made. The findings will provide a valuable and important complement to the surveys of employer's attitudes towards older workers. There will be policy implications for the structure and operation of anti-d ....Testing for Age Discrimination in Hiring in the Australian Labour Market. This project will raise awareness in the community of the extent, or lack thereof, of age discrimination in the Australian labour market. This is particularly important as no other investigations of this nature have been made. The findings will provide a valuable and important complement to the surveys of employer's attitudes towards older workers. There will be policy implications for the structure and operation of anti-discrimination legislation in Australia. The technique of using written applications to apply for jobs can highlight deficiencies in the current legislation and ways in which the legislation can be modified to make it more effective. Read moreRead less
Detection and Quantification of General Fetal Movements from Accelerometer Measurements using Nonstationary Signal Processing Techniques. There are approximately 1,750 fetal deaths per year in Australian with about one-third occurring late in gestation and without an apparent cause. The development of an automated system capable of long-term monitoring of fetal health will result in accurate diagnoses and prediction of future outcome. This will, in turn, allow early intervention by the clinicia ....Detection and Quantification of General Fetal Movements from Accelerometer Measurements using Nonstationary Signal Processing Techniques. There are approximately 1,750 fetal deaths per year in Australian with about one-third occurring late in gestation and without an apparent cause. The development of an automated system capable of long-term monitoring of fetal health will result in accurate diagnoses and prediction of future outcome. This will, in turn, allow early intervention by the clinician to reduce fetal deaths and enhance the chances of good outcomes with resultant savings in social and financial costs to the community. The development of such equipment would spawn future research into intervention treatments and contribute to Australia's position as a world leader in computerised health monitoring systems.Read moreRead less
Development of the PD GeneChip: a research and diagnostic tool for Parkinson's disease. The PD GeneChip will provide both social and economic benefits to Australia. It will be a key research platform for Australian scientists, and will facilitate collaboration both within Australia and overseas. It will assist with health care management of PD (Parkinson's disease) patients by providing a cost-effective diagnostic tool and the possibility of predicting the clinical course of disease. This inform ....Development of the PD GeneChip: a research and diagnostic tool for Parkinson's disease. The PD GeneChip will provide both social and economic benefits to Australia. It will be a key research platform for Australian scientists, and will facilitate collaboration both within Australia and overseas. It will assist with health care management of PD (Parkinson's disease) patients by providing a cost-effective diagnostic tool and the possibility of predicting the clinical course of disease. This information will provide the basis for tailoring treatment to a patients needs. It is anticipated that marketing of the PD GeneChip within Australia and overseas may produce revenue of at least $40 million annually.Read moreRead less