Econometric model building and estimation. This project aims to tackle issues in econometric model building and estimation under cross sectional dependence, heterogeneity and nonlinearity. This project will seek to establish flexible econometric models associated with estimation methods and user-friendly computational techniques to try to solve real world problems. The research outcomes are expected to be useful to empirical researchers in evaluating and improving model building and forecasting ....Econometric model building and estimation. This project aims to tackle issues in econometric model building and estimation under cross sectional dependence, heterogeneity and nonlinearity. This project will seek to establish flexible econometric models associated with estimation methods and user-friendly computational techniques to try to solve real world problems. The research outcomes are expected to be useful to empirical researchers in evaluating and improving model building and forecasting from better models in climatology, demography, economics, environment, finance, machine learning and neural networks.Read moreRead less
Non- and Semi-Parametric Panel Data Econometrics: Theory and Applications. This project proposes to tackle several very important and difficult issues in modelling general climatological, economic and financial panel data that involve possible trending components. This project seeks to establish some general asymptotic theory for model estimation and specification technologies that are suited to such general nonlinear panel data that may be stochastically non-stationary and endogenous. The resea ....Non- and Semi-Parametric Panel Data Econometrics: Theory and Applications. This project proposes to tackle several very important and difficult issues in modelling general climatological, economic and financial panel data that involve possible trending components. This project seeks to establish some general asymptotic theory for model estimation and specification technologies that are suited to such general nonlinear panel data that may be stochastically non-stationary and endogenous. The research outcomes of this project are expected to be applicable in evaluating and improving empirical model building and forecasting from better models in climatology, economics and finance with possible endogeneity and nonlinearity and non-stationarity.Read moreRead less
Job retention and advancement of disadvantaged job-seekers. This project will use empirical methods to help determine what is necessary for job retainment and career advancement of disadvantaged jobseekers. Job retainment and advancement are essential to prolonged workforce participation and the development of human capital of disadvantaged jobseekers re-entering the workforce. Understanding and supporting the drivers of workforce participation is identified as a National Research Priority. Ther ....Job retention and advancement of disadvantaged job-seekers. This project will use empirical methods to help determine what is necessary for job retainment and career advancement of disadvantaged jobseekers. Job retainment and advancement are essential to prolonged workforce participation and the development of human capital of disadvantaged jobseekers re-entering the workforce. Understanding and supporting the drivers of workforce participation is identified as a National Research Priority. Therefore, the project findings will be of considerable importance to employment policy development in Australia to help ensure that future policy developments improve the human capital of disadvantaged entrants to the labour market and alleviate longer-term poverty and social exclusion. Read moreRead less
Measuring Hospital Performance: Outputs, Quality of Care, Competition and Efficiency. Hospitals are a critical component of the health infrastructure. An understanding of the performance of hospitals is important in shaping an overall health care strategy. Unfortunately, assessing hospital performance has been fraught with difficulties. A major obstacle is in defining and measuring the outputs and quality of hospitals. Collaborating with the Victorian Department of Human Services, and using t ....Measuring Hospital Performance: Outputs, Quality of Care, Competition and Efficiency. Hospitals are a critical component of the health infrastructure. An understanding of the performance of hospitals is important in shaping an overall health care strategy. Unfortunately, assessing hospital performance has been fraught with difficulties. A major obstacle is in defining and measuring the outputs and quality of hospitals. Collaborating with the Victorian Department of Human Services, and using the Department's VAED datasets, we aim to develop a framework within which unobservable quality dimensions can be estimated, so that hospital output and quality can be accounted for. The framework will be useful for addressing pertinent health policy issues, including hospital funding, specialisation, and competition issues.Read moreRead less
Understanding the Labour Market for Professional Nurses: An Economic Analysis of Skill Shortages, Nurse Retention and Turnover. There is currently a worldwide shortage of nurses. This shortage is particularly acute in a number of publicly dominated health care systems including the Australian, British and Canadian systems. Given that nurses are a key input in the production of health care and therefore health, the need to address this issue by increasing the number of school-leavers entering the ....Understanding the Labour Market for Professional Nurses: An Economic Analysis of Skill Shortages, Nurse Retention and Turnover. There is currently a worldwide shortage of nurses. This shortage is particularly acute in a number of publicly dominated health care systems including the Australian, British and Canadian systems. Given that nurses are a key input in the production of health care and therefore health, the need to address this issue by increasing the number of school-leavers entering the profession and/or improving the retention of training nurses is of paramount importance. This project will use high quality cross-sectional and longitudinal data on nurses to provide a detailed investigation of the retention and turnover behaviour of nurses and inform the policy debate.Read moreRead less
An econometric analysis of the impact of education on health in developing countries. This project will provide empirical knowledge on whether education affects health over the life course in developing countries. This research will aid the design of more cost effective strategies aiming to reduce poverty and promote economic development, which will ultimately lead to a more prosperous and safe region and world.
Efficient pooling of cross-section and time series data using Bayesian machine learning with two econometric applications. In this project, we adapt a Bayesian modelling strategy, namely the minimum message length principle, to the problem of efficient partitioning of economic units, such as firms or countries, into groups whose behavioural patterns are similar within each group but distinct across groups. This methodology can incorporate the requirements of economic theory. The resulting softwa ....Efficient pooling of cross-section and time series data using Bayesian machine learning with two econometric applications. In this project, we adapt a Bayesian modelling strategy, namely the minimum message length principle, to the problem of efficient partitioning of economic units, such as firms or countries, into groups whose behavioural patterns are similar within each group but distinct across groups. This methodology can incorporate the requirements of economic theory. The resulting software will be developed for the Web. We consider two specific applications, namely modelling gasoline demand in OECD countries, and finding the foreign factor with the most predictive power for the growth rate of the Australian economy. The second application is of considerable national interest.Read moreRead less
Applying satellite luminosity data to analyse the redistributive aspects of corruption and rent-seeking. This project applies satellite luminosity data as a proxy for regional economic activity to analyse the redistributive effects of political rent-seeking, corruption and the shadow economy. This project will identify the beneficiaries of rent-seeking, the sources of these rents and political institutions that reduce rent-seeking activities.
The econometrics of gravity models of trade: a re-assessment. This research will lead a much greater understanding of the empirical determinants of trade flows between countries. This project will apply cutting-edge data econometric techniques to the popular Gravity model of international trade flows. These more appropriate techniques will shed more light on some previous puzzling findings, such that regional trade agreements had little, or no, affect on trade.
New Insights on Modelling Time Trends with Panel Data: Theory and Practice. This project aims to tackle important challenges in time trend modelling by taking advantage of panel data structures. This project expects to propose flexible models in time trend modelling to retrieve reliable inference. The expected outcomes include innovative econometric models and methods that have a wide range of applications, and are particularly suited for empirical problems within large and complex systems. This ....New Insights on Modelling Time Trends with Panel Data: Theory and Practice. This project aims to tackle important challenges in time trend modelling by taking advantage of panel data structures. This project expects to propose flexible models in time trend modelling to retrieve reliable inference. The expected outcomes include innovative econometric models and methods that have a wide range of applications, and are particularly suited for empirical problems within large and complex systems. This will provide significant benefits to all fields in which data displays any form of trending behaviour. The proposed model is used to evaluate the economic consequences of climate change and global housing market contagion, which provide strong evidence-based insights to the environmental and economic policies in Australia.Read moreRead less