Nonlinear Panel Data Econometrics: Theory and Practice. This research addresses the ARC National Research Priorities Goal of 'An Environmentally Sustainable Australia', specifically 'Reducing and capturing emissions in transport and energy generation'. Avoiding, managing, and/or adapting to the climate change impacts is now the most pressing global environmental problem. This project will produce tangible and original insights into policy options for institutional adjustment to future climate ....Nonlinear Panel Data Econometrics: Theory and Practice. This research addresses the ARC National Research Priorities Goal of 'An Environmentally Sustainable Australia', specifically 'Reducing and capturing emissions in transport and energy generation'. Avoiding, managing, and/or adapting to the climate change impacts is now the most pressing global environmental problem. This project will produce tangible and original insights into policy options for institutional adjustment to future climate change in Australia; will provide insight into the scope for positive community behavioural change; and possible transformations in Australian social debate to maximise adaptive capacity. It will also strengthen and produce original conceptual approaches and research methods.Read moreRead less
Disclosure in patents, an economic analysis using computational linguistics. This project aims to analyse the disclosure of patents. To achieve economic growth, the patent system aims to provide incentives for research and development as well as to ensure knowledge is accessible as widely as possible. This project will explore and demonstrate the usefulness of computational linguistics in the economic analysis of disclosure in patents. In particular, the project will look at the role of readabi ....Disclosure in patents, an economic analysis using computational linguistics. This project aims to analyse the disclosure of patents. To achieve economic growth, the patent system aims to provide incentives for research and development as well as to ensure knowledge is accessible as widely as possible. This project will explore and demonstrate the usefulness of computational linguistics in the economic analysis of disclosure in patents. In particular, the project will look at the role of readability in the patent application and examination process. This will provide a strong potential to inform and improve patent examination processes and patent policy. Expected outcomes will enable society to achieve greater use of the knowledge embedded in the patent system, thereby contributing to higher economic growth.Read moreRead less
Identification and inference in nonparametric models. This project will develop reliable methods for identification, estimation and inference of nonparametric models for the evaluation of economic policies on outcome variables of interest. This econometric methodology will allow a better understanding of the quantitative effects of an economic policy which will result in better informed policy decisions. The results will have applications to labour market policies, health care policies and educa ....Identification and inference in nonparametric models. This project will develop reliable methods for identification, estimation and inference of nonparametric models for the evaluation of economic policies on outcome variables of interest. This econometric methodology will allow a better understanding of the quantitative effects of an economic policy which will result in better informed policy decisions. The results will have applications to labour market policies, health care policies and education policies among others. The project will also provide national benefits in terms of building up the local stock of researchers trained in the area of identification and estimation of nonparametric models; it will further improve the international reputation that Australia has in econometric theory.Read moreRead less
Profiling Accurate Segmentation Structures in Rural Communities. The proposed project has two aims - one aim is applied and pertains to Australia's rural community, and a second is methodological and pertains to methods of segmenting populations in a variety of contexts. These aims are 1) to identify a valid basis for segmenting Australia's rural community based on their choice behaviour and individual characteristics; and 2) to develop and test a staged approach for inferring market segments u ....Profiling Accurate Segmentation Structures in Rural Communities. The proposed project has two aims - one aim is applied and pertains to Australia's rural community, and a second is methodological and pertains to methods of segmenting populations in a variety of contexts. These aims are 1) to identify a valid basis for segmenting Australia's rural community based on their choice behaviour and individual characteristics; and 2) to develop and test a staged approach for inferring market segments utilising a joint approach which simultaneously accounts for individual characteristics and choice behaviour that is informed by non-parametric classification techniques to account for a variety of sources of heterogeneity, not just preference heterogeneity.Read moreRead less
An econometric analysis of the effects of family benefit policies on fertility, saving and labour force participation in Australia. This project will help to 'strengthen Australia's economic fabric' by improving our understanding of the effect of family benefit policies on fertility, saving and labour force participation. This is important because boosting fertility and labour force participation are both seen as ways of mitigating the economic burden of population ageing, thereby helping Austra ....An econometric analysis of the effects of family benefit policies on fertility, saving and labour force participation in Australia. This project will help to 'strengthen Australia's economic fabric' by improving our understanding of the effect of family benefit policies on fertility, saving and labour force participation. This is important because boosting fertility and labour force participation are both seen as ways of mitigating the economic burden of population ageing, thereby helping Australia to 'age well, age productively' in a national sense. Also, achieving a desired level of national saving is a medium term goal of government economic policy. Hence it is important to understand the interaction of saving, fertility and labour force participation in order to develop compatible and effective economic policies.Read moreRead less
Estimating and Testing Heterogeneous Structural Changes. This project aims to develop new methods of extracting non-central, irregular patterns from data, and to detect such patterns in climate data and city-level racial composition data. The project expects to have methodological and empirical contributions, propose innovative data-driven approaches, and extract important features of climate and racial-composition data. The anticipated outcomes of this project are new methods of measuring the r ....Estimating and Testing Heterogeneous Structural Changes. This project aims to develop new methods of extracting non-central, irregular patterns from data, and to detect such patterns in climate data and city-level racial composition data. The project expects to have methodological and empirical contributions, propose innovative data-driven approaches, and extract important features of climate and racial-composition data. The anticipated outcomes of this project are new methods of measuring the relationship between human activities and extreme weather, and for quantifying dynamic racial composition. These empirical results should demonstrate the substantial benefits of the new methods by presenting important empirical evidence for designing policies against extreme weather and racial segregation.Read moreRead less
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
Evolving urban structure, mode choice, travel behaviour and energy consumption: A study of the Sydney planning strategy. The project will analyse the emerging Sydney Strategic Plan which is designed to address excessive car reliance that is claimed to cause inefficient energy use, congestion, adverse health and excessive greenhouse gas emissions. The Project's policy framework will contribute to of an environmentally sustainable Australia and will promote public debate. While other funding will ....Evolving urban structure, mode choice, travel behaviour and energy consumption: A study of the Sydney planning strategy. The project will analyse the emerging Sydney Strategic Plan which is designed to address excessive car reliance that is claimed to cause inefficient energy use, congestion, adverse health and excessive greenhouse gas emissions. The Project's policy framework will contribute to of an environmentally sustainable Australia and will promote public debate. While other funding will have expired, the professional academic network will continue to flourish at spatially oriented workshops and conferences which will provide the means of disseminating the analytical techniques, empirical results and policy analysis from the project, thereby enhancing the research capacities of network members.Read moreRead less
Nonlinear spatial and spatiotemporal econometrics: theory with applications. Modern societies like Australia have major challenges in the forecasting, measuring and managing of risks associated with global economic and environmental/climate changes. These tasks require advanced econometric techniques in modelling and forecasting of complex nonlinear spatiotemporal variability in economic and social systems. This project will develop frontier econometric technologies that enable more accurate eco ....Nonlinear spatial and spatiotemporal econometrics: theory with applications. Modern societies like Australia have major challenges in the forecasting, measuring and managing of risks associated with global economic and environmental/climate changes. These tasks require advanced econometric techniques in modelling and forecasting of complex nonlinear spatiotemporal variability in economic and social systems. This project will develop frontier econometric technologies that enable more accurate economic and climate forecasts. The tools produced will provide Australia's scientists and policy-makers with a greater capacity to manage the risks associated with these challenges. A side-benefit of the research will be high-quality publications that enhance the nation's reputation in this cutting edge research.Read moreRead less
Economic Reform and Australian Electoral Decision Making. Australia has undergone dramatic economic, demographic and social change in the past twenty years. This project will investigate how these changes have impacted upon elector behaviour. With compulsory voting, comprehensive census data and the Australian Election Study an uniquely detailed dataset can be constructed. This dataset and the application of ?cutting edge? statistical techniques from the fields of cohort analysis and discrete ch ....Economic Reform and Australian Electoral Decision Making. Australia has undergone dramatic economic, demographic and social change in the past twenty years. This project will investigate how these changes have impacted upon elector behaviour. With compulsory voting, comprehensive census data and the Australian Election Study an uniquely detailed dataset can be constructed. This dataset and the application of ?cutting edge? statistical techniques from the fields of cohort analysis and discrete choice modelling will allow for the untangling of various influences on voter behaviour. With compulsory voting many biases due to voter turnout issues will be avoided making this project an unbiased test, with international interest and significance, of voter behaviour.Read moreRead less