Artificial intelligence in education: Democratising policy. The rapid introduction of artificial intelligence into education is occurring with inadequate policy support. Additionally, there is a lack of stakeholder input into decisions about the use of AI in education. Utilising social science and data science approaches, this project aims to democratise policy about AI in education by building tools to monitor policies, and developing collaborative policy making methods. The expected outcomes i ....Artificial intelligence in education: Democratising policy. The rapid introduction of artificial intelligence into education is occurring with inadequate policy support. Additionally, there is a lack of stakeholder input into decisions about the use of AI in education. Utilising social science and data science approaches, this project aims to democratise policy about AI in education by building tools to monitor policies, and developing collaborative policy making methods. The expected outcomes include publicly available policy resources to anticipate, and respond to, the role of AI in education, and participatory frameworks for policy making. The benefits include informed stakeholder engagement, and concrete policy recommendations that are globally relevant and adaptable to the Australian context.Read moreRead less
Job quality and care quality in aged care. The project aims to investigate how job quality and the quality of care are linked in residential and community-based aged care services. Population ageing and fewer informal carers place pressure on aged care provision across the OECD There is little understanding, at either the policy or workplace levels, of how the quality of aged care jobs affects the viability and quality of that provision. The project expects to improve knowledge about how job qua ....Job quality and care quality in aged care. The project aims to investigate how job quality and the quality of care are linked in residential and community-based aged care services. Population ageing and fewer informal carers place pressure on aged care provision across the OECD There is little understanding, at either the policy or workplace levels, of how the quality of aged care jobs affects the viability and quality of that provision. The project expects to improve knowledge about how job quality affects aged care quality; and identify care markets, policy regimes and work organisation that best support sustainable quality aged care.Read moreRead less
Knowledge/economy/society: a sociological study of an education policy discourse in Australia in globalising circumstances. Education policies that fuse knowledge, economy and society are globally influential. Such policies seek to promote economic and social enhancement. Yet critics claim that these policies have a narrow view of knowledge, society and the economy, and of current trends. This study adopts inventive methodologies to assess such critics' claims in the light of research by leading ....Knowledge/economy/society: a sociological study of an education policy discourse in Australia in globalising circumstances. Education policies that fuse knowledge, economy and society are globally influential. Such policies seek to promote economic and social enhancement. Yet critics claim that these policies have a narrow view of knowledge, society and the economy, and of current trends. This study adopts inventive methodologies to assess such critics' claims in the light of research by leading sociologists. It explores the ways that the knowledge/economy/society discourse is interpreted in national and supranational policy texts, by senior policy agents and in innovative educational programs in different educational settings. The research findings will enrich education policy research and benefit national education policy.Read moreRead less
Where do inductive biases come from? A Bayesian investigation. This project aims to investigate the origin of our thinking and learning biases using state-of-the-art mathematical models and sophisticated experimental designs. Expected outcomes include bridging the gap between human and machine learning by pairing mathematical modelling with experimental work, forming a necessary step toward the development of machine systems that can reason like people do. This will provide significant benefits ....Where do inductive biases come from? A Bayesian investigation. This project aims to investigate the origin of our thinking and learning biases using state-of-the-art mathematical models and sophisticated experimental designs. Expected outcomes include bridging the gap between human and machine learning by pairing mathematical modelling with experimental work, forming a necessary step toward the development of machine systems that can reason like people do. This will provide significant benefits such as understanding how people operate so effectively in real environments, when even the most powerful computers struggle to handle the complexities of everyday learning problems.Read moreRead less
Improving the diagnosticity of eyewitness memory choices. Eyewitness identification error is common and costly. This project aims to improve the quality of information provided by eyewitnesses, and the ability of police officers and triers of fact (e.g., juries, judges) to evaluate this information. Laboratory investigations will determine how best to test memory and confidence to achieve this aim. A new class of cognitive models will provide a unified account of response accuracy, response time ....Improving the diagnosticity of eyewitness memory choices. Eyewitness identification error is common and costly. This project aims to improve the quality of information provided by eyewitnesses, and the ability of police officers and triers of fact (e.g., juries, judges) to evaluate this information. Laboratory investigations will determine how best to test memory and confidence to achieve this aim. A new class of cognitive models will provide a unified account of response accuracy, response time, and confidence, suitable for application to computerized testing scenarios. The models and testing methods validated in the laboratory will be refined for application in eyewitness memory settings, facilitating better evaluation of identification evidence, and potentially reducing wrongful convictions.Read moreRead less
Early career teacher induction: Supporting precarious teachers. This project aims to investigate the ways in which Australian induction policies support precariously employed early career teachers to effectively manage student classroom behaviour. This project expects to generate new knowledge of workforce development and induction experiences of early career teachers employed on casual and short-term contracts. Expected outcomes of this project include alternative policy and practice recommenda ....Early career teacher induction: Supporting precarious teachers. This project aims to investigate the ways in which Australian induction policies support precariously employed early career teachers to effectively manage student classroom behaviour. This project expects to generate new knowledge of workforce development and induction experiences of early career teachers employed on casual and short-term contracts. Expected outcomes of this project include alternative policy and practice recommendations to support the transition of insecure replacement teachers within the profession. The benefits of this research include, improving teachers’ classroom management practices; the retention of new teachers; improving teacher workforce development; and building a healthier education system. Read moreRead less
Involving children in social research: balancing the risks and benefits. There is a growing consensus that children's involvement in social research is important, but considerable uncertainty remains around children's inclusion in research on 'sensitive' issues, reflecting concerns about how to balance children's protection with their participation. Key to this are deeply embedded assumptions and beliefs about children and childhood, especially concerning notions of capacity, agency, vulnerabili ....Involving children in social research: balancing the risks and benefits. There is a growing consensus that children's involvement in social research is important, but considerable uncertainty remains around children's inclusion in research on 'sensitive' issues, reflecting concerns about how to balance children's protection with their participation. Key to this are deeply embedded assumptions and beliefs about children and childhood, especially concerning notions of capacity, agency, vulnerability, dependency and the like. This project aims to better understand and address the tensions between the protection of children and their participation in research, and to explore how ethics committees, parents, other gatekeepers and children themselves manage and navigate these tensions.Read moreRead less
Research Utilisation in Child Protection Policy: Understanding and Conceptualising the Role of Research in Social Policy Development. The findings of this project will have significant benefits for vulnerable children and families by enhancing the capacity for research-informed policy in child protection. In this way, the project will also have significant flow-on economic benefits for Local, State and Federal Governments by decreasing the social and economic costs associated with child abuse an ....Research Utilisation in Child Protection Policy: Understanding and Conceptualising the Role of Research in Social Policy Development. The findings of this project will have significant benefits for vulnerable children and families by enhancing the capacity for research-informed policy in child protection. In this way, the project will also have significant flow-on economic benefits for Local, State and Federal Governments by decreasing the social and economic costs associated with child abuse and neglect. Research funding will have a greater impact by the increased understanding this study will provide about how research can be more effectively used in policy.Read moreRead less
A Longitudinal Study of Recurrent Audit Failure in Australian Corporate Collapses from 1885 to the Present. As starkly illustrated with Enron in the US and with HIH in Australia, corporate collapse and audit failure may be interrelated. In response to repeated instances of audit failure, legislative and other reforms are typically adopted in order to ensure that auditor indiscretions are curtailed. Unfortunately, audit failure persists. This longitudinal Australian study of audit failure in the ....A Longitudinal Study of Recurrent Audit Failure in Australian Corporate Collapses from 1885 to the Present. As starkly illustrated with Enron in the US and with HIH in Australia, corporate collapse and audit failure may be interrelated. In response to repeated instances of audit failure, legislative and other reforms are typically adopted in order to ensure that auditor indiscretions are curtailed. Unfortunately, audit failure persists. This longitudinal Australian study of audit failure in the context of corporate collapse from the mid 1880s aims to enhance an understanding of audit failure and why it recurs. The study's findings are expected to inform future enquires and court cases and assist in developing public policy and future legislative reforms.Read moreRead less
Implications of Global Economic Forces for Domestic Monetary Policy. The project aims to quantify and understand the extent to which international factors affect key macroeconomic variables such as inflation and interest rates in open economies. The aims will be achieved through the development and application of new macroeconomic and econometric models. Expected outcomes are new insights and policy recommendations on how to appropriately conduct monetary policy for an open economy such as Austr ....Implications of Global Economic Forces for Domestic Monetary Policy. The project aims to quantify and understand the extent to which international factors affect key macroeconomic variables such as inflation and interest rates in open economies. The aims will be achieved through the development and application of new macroeconomic and econometric models. Expected outcomes are new insights and policy recommendations on how to appropriately conduct monetary policy for an open economy such as Australia. This should provide significant benefits to the broader Australian economy through the conduct of suitable policy by institutions such as the Reserve Bank of Australia.Read moreRead less