Theory and Applications of Computer-Intensive Statistical Methods. The availability of powerful computing equipment has had a dramatic impact on statistical methods and thinking. It has motivated development of novel approaches to data analysis, whose conception
and appreciation, even their application, often demand sophisticated and complex theoretical methods. In this context, the project will develop new approaches to solving non-standard statistical problems. These techniques will eithe ....Theory and Applications of Computer-Intensive Statistical Methods. The availability of powerful computing equipment has had a dramatic impact on statistical methods and thinking. It has motivated development of novel approaches to data analysis, whose conception
and appreciation, even their application, often demand sophisticated and complex theoretical methods. In this context, the project will develop new approaches to solving non-standard statistical problems. These techniques will either have direct application to solving practical problems of national or community concern, or provide a better understanding of the nature of such problems.Read moreRead less
Modern statistical methods for clustering community ecology data. This project will develop statistical methods and software for clustering community ecology data, and use them to analyse systematic survey and citizen science program data collected along the Great Barrier Reef. By doing so, the project will address the dearth of statistical classification techniques for high-dimensional, multi-response data with complex relationships. When the resultant clustering methods are used to construct b ....Modern statistical methods for clustering community ecology data. This project will develop statistical methods and software for clustering community ecology data, and use them to analyse systematic survey and citizen science program data collected along the Great Barrier Reef. By doing so, the project will address the dearth of statistical classification techniques for high-dimensional, multi-response data with complex relationships. When the resultant clustering methods are used to construct bioregions and characterise species’ environmental responses, they should significantly enhance evaluations of the impact of human activity and environmental change on coral diversity. Ultimately, these evaluations can underpin future decisions in the conservation and management of the Great Barrier Reef.Read moreRead less
The demographic consequences of migration to, from and within Australia. The long-term demographic consequences of migration to, from and within Australia, and the dynamic pathways that produced them, will be studied. This will involve the identification of the specific contributions made by international and internal migration to the age and sex population compositions of nine birthplace-specific populations from 1981 to 2011. To do this, publically available data will be collected and augmente ....The demographic consequences of migration to, from and within Australia. The long-term demographic consequences of migration to, from and within Australia, and the dynamic pathways that produced them, will be studied. This will involve the identification of the specific contributions made by international and internal migration to the age and sex population compositions of nine birthplace-specific populations from 1981 to 2011. To do this, publically available data will be collected and augmented with statistical methods to provide a complete, consistent account of population change for around 60 subnational areas. As migration and population change underpins many aspects of societal change in Australia, this research aims to provide an invaluable resource to other scientists and policy makers.Read moreRead less
Adaptive economic management of Australia's urban water. This project responds to the so-called 'wicked problem' of ensuring an adequate supply of water to urban consumers at the lowest price even during long-term droughts. The project will generate, for the first time in the world, an integrated, dynamic, and adaptive supply and demand model to manage urban water optimally over time.
Multi-object Estimation for Live-Cell Microscopy. The objective of this project is to develop new tools for the inference of biological information from live-cell data to facilitate analysis of experiments and speed up discovery in cell biology. The new tools would provide reliable, consistent inference requiring no manual intervention and able to process large volumes of data in a timely manner. This would equip biologists with a vehicle that could move them closer to the goal of understanding ....Multi-object Estimation for Live-Cell Microscopy. The objective of this project is to develop new tools for the inference of biological information from live-cell data to facilitate analysis of experiments and speed up discovery in cell biology. The new tools would provide reliable, consistent inference requiring no manual intervention and able to process large volumes of data in a timely manner. This would equip biologists with a vehicle that could move them closer to the goal of understanding the mechanism behind biological processes.Read moreRead less
Policy-Related Lessons from the Econometric Analysis of Life Satisfaction Data in Australia. Our analyses will provide important information to policy-makers aiming to design policies that improve Australia's economic and social fabric. In particular, we will inform on the response of Australians to major life-events such as unemployment, ill-health or marital dissolution, but also exogenous shocks including drought and terrorism. Major focus will be on differentiating the determinants of life s ....Policy-Related Lessons from the Econometric Analysis of Life Satisfaction Data in Australia. Our analyses will provide important information to policy-makers aiming to design policies that improve Australia's economic and social fabric. In particular, we will inform on the response of Australians to major life-events such as unemployment, ill-health or marital dissolution, but also exogenous shocks including drought and terrorism. Major focus will be on differentiating the determinants of life satisfaction between rural and urban communities in Australia, and investigating the response of these communities to drought conditions. Moreover, we believe that a detailed international comparison using German and UK data will provide unique evidence on the relative quality of life in Australia and the role of culture and institutions. Read moreRead less
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
Ethical and Social Issues in Translating Epigenetics into Antenatal Care. This project aims to investigate how knowledge about the intergenerational transmission of health and disease is shaping antenatal care in Australia. It expects to generate new knowledge about how the science of epigenetics can be used to address social inequality and is anticipated to have impact across the social sciences, bioethics and public health. Expected outcomes of the project include novel theoretical approaches ....Ethical and Social Issues in Translating Epigenetics into Antenatal Care. This project aims to investigate how knowledge about the intergenerational transmission of health and disease is shaping antenatal care in Australia. It expects to generate new knowledge about how the science of epigenetics can be used to address social inequality and is anticipated to have impact across the social sciences, bioethics and public health. Expected outcomes of the project include novel theoretical approaches to the ethics of pregnancy, along with guidance tools to shape the use of epigenetics in antenatal care and social policy to reduce social inequalities. This should provide significant benefits, improving information and support available to vulnerable women as they negotiate maternal health and social services. Read moreRead less
Culturally inclusive language assessments for Indigenous Aboriginal students. This project aims to improve the literacy outcomes for Aboriginal students. It focuses on the assessment of oral language, the foundation for written literacy skills, and the mode of communication most common for this student cohort. The project will collect school-based oral language data from rural and remote educational sites and use it to develop supplementary assessment tools for multilingual education. The assess ....Culturally inclusive language assessments for Indigenous Aboriginal students. This project aims to improve the literacy outcomes for Aboriginal students. It focuses on the assessment of oral language, the foundation for written literacy skills, and the mode of communication most common for this student cohort. The project will collect school-based oral language data from rural and remote educational sites and use it to develop supplementary assessment tools for multilingual education. The assessment tools will be validated in workshops with teachers and expanded with descriptors for assessing Aboriginal students’ communicative competence. The project aims to improve educational outcomes for rural and remote Aboriginal students.Read moreRead less
The Role of the Family in Facilitating the Human Capital and Labour Market Investments of Young Australians. A nation's future lies in its young people, and society as a whole must take part in ensuring that today's youth acquire the skills, experience, and training necessary not only to cope, but to thrive. The proposed research will make a substantial step forward in understanding how families make decisions about supporting their young adult children and how those decisions are shaped by Aust ....The Role of the Family in Facilitating the Human Capital and Labour Market Investments of Young Australians. A nation's future lies in its young people, and society as a whole must take part in ensuring that today's youth acquire the skills, experience, and training necessary not only to cope, but to thrive. The proposed research will make a substantial step forward in understanding how families make decisions about supporting their young adult children and how those decisions are shaped by Australian social policy. The findings will inform social policy development by providing evidence on pressing issues such as the effects of rising house prices or weakening labour markets on young Australians' ability to invest in education.Read moreRead less