Identifying technological trajectories using machine learning algorithms. This project aims to improve our understanding of why scientific knowledge progresses in certain directions and what causes it to grow faster or slower across fields. The project will create new neural-network machine-learning algorithms to scan patent and scientific article texts (specifications and claims) for natural language concepts. The results will potentially be used by patent offices to improve their own database ....Identifying technological trajectories using machine learning algorithms. This project aims to improve our understanding of why scientific knowledge progresses in certain directions and what causes it to grow faster or slower across fields. The project will create new neural-network machine-learning algorithms to scan patent and scientific article texts (specifications and claims) for natural language concepts. The results will potentially be used by patent offices to improve their own database search, by business analytics companies to reveal new technologies and potential collaborators, and by academic economists to understand how knowledge travels and accumulates.
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The evolution of Australian enterprises, 1990 to 2007 : An empirical analysis of the relationship between turbulence among firms, productivity, growth and exports. This project will examine determinants and effects of enterprise entry and exit on growth, export and productivity in Australian industry using innovative panel enterprise data sets which have been collated and linked from existing ABS surveys, administrative data and accounting data. Currently, there is only one short longitudinal en ....The evolution of Australian enterprises, 1990 to 2007 : An empirical analysis of the relationship between turbulence among firms, productivity, growth and exports. This project will examine determinants and effects of enterprise entry and exit on growth, export and productivity in Australian industry using innovative panel enterprise data sets which have been collated and linked from existing ABS surveys, administrative data and accounting data. Currently, there is only one short longitudinal enterprise data set in Australia. Further data sets are required if policy makers are to understand patterns and causes of growth and business survival in Australia. Understanding provided from these studies should significantly improve our undertanding of how businesses perform.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE180100438
Funder
Australian Research Council
Funding Amount
$402,996.00
Summary
Children's time investments, cognitive development and health. This project aims to understand time investment decisions of children and adolescents. There is a need for more robust evidence on the combination of time investments that improve early cognitive skills and well being. Using advanced econometric techniques and longitudinal data, this project expects to generate new knowledge on how children and adolescents spend their time, and how such time investments affect their health and cognit ....Children's time investments, cognitive development and health. This project aims to understand time investment decisions of children and adolescents. There is a need for more robust evidence on the combination of time investments that improve early cognitive skills and well being. Using advanced econometric techniques and longitudinal data, this project expects to generate new knowledge on how children and adolescents spend their time, and how such time investments affect their health and cognitive development. Expected outcomes of this project include a greater understanding of the early determinants of health and economic inequalities. This will contribute to the development of effective policies for improving educational outcomes, preventing harmful behaviours and promoting health and well being.Read moreRead less
Literacy and Numeracy, Schooling, Neighbourhoods and Labour Market Success. Our research will assess the role of literacy and numeracy in explaining the educational attainment and labour markets outcomes of young Australians, after accounting for background characteristics and school and neighbourhood effects. By exploiting differences in Australian jurisdictions? school structures, it will enable, for the first time, the direct estimation of the effect of schooling on literacy and numeracy. T ....Literacy and Numeracy, Schooling, Neighbourhoods and Labour Market Success. Our research will assess the role of literacy and numeracy in explaining the educational attainment and labour markets outcomes of young Australians, after accounting for background characteristics and school and neighbourhood effects. By exploiting differences in Australian jurisdictions? school structures, it will enable, for the first time, the direct estimation of the effect of schooling on literacy and numeracy. This will clarify the role of literacy and numeracy in subsequent decisions to acquire more human capital through education. This will enable more precise estimates of the contribution of literacy and numeracy to subsequent labour market outcomes achieved by young Australians.Read moreRead less
Non-cognitive skills and human capital investments: the importance of individuals' sense of control. This project investigates whether people's sense of control over their lives influences their decision to get an education, do job training, migrate, or adopt a healthy lifestyle. The results are important in helping policymakers to understand why some individuals work harder than others to ensure good outcomes for themselves.
Discovery Early Career Researcher Award - Grant ID: DE140100463
Funder
Australian Research Council
Funding Amount
$380,364.00
Summary
Exceptional upward mobility against all odds: Non-cognitive skills and early-childhood disadvantage. Children from economically disadvantaged backgrounds who exceed their parents' social achievements are pioneers. The aims of this project are to introduce this exceptional upward mobility as an alternative measure of economic success and to study its distribution and determinants. The main hypothesis is that these pioneers, apart from being intelligent, have a set of non-cognitive skills that mak ....Exceptional upward mobility against all odds: Non-cognitive skills and early-childhood disadvantage. Children from economically disadvantaged backgrounds who exceed their parents' social achievements are pioneers. The aims of this project are to introduce this exceptional upward mobility as an alternative measure of economic success and to study its distribution and determinants. The main hypothesis is that these pioneers, apart from being intelligent, have a set of non-cognitive skills that make them successful. This will be the first study to analyse these individuals and the personality-related determinants of their life trajectories. It will contribute to understand the various pathways via which non-cognitive skills affect upward mobility, and assess their malleability during childhood or adolescence.Read moreRead less
The Demand for Older Workers: Technology, Skill and Employment Opportunities. "Productive ageing" policies are central to Australia's strategies for the governance of population ageing. But little is known about the determinants of firms' demand for older workers. By uncovering the impact that technological change has on firms' hiring and training decisions, this study will critically complement our understanding of older workers' constrained employment opportunities. In so doing it seeks to inf ....The Demand for Older Workers: Technology, Skill and Employment Opportunities. "Productive ageing" policies are central to Australia's strategies for the governance of population ageing. But little is known about the determinants of firms' demand for older workers. By uncovering the impact that technological change has on firms' hiring and training decisions, this study will critically complement our understanding of older workers' constrained employment opportunities. In so doing it seeks to inform the long-term policy debate on how best to adjust our economy to the current major demographic and technological development. Its outcomes will be of interest and use to policy makers, industry, advocacy groups, unions and the wider community.
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Econometric studies of the dynamics of loneliness and social isolation. This project aims to provide new insights into the socioeconomic dynamics of loneliness and social isolation using advanced econometric modelling techniques applied to longitudinal data from Australia and the UK. This project will apply advanced econometric modelling techniques to data from four nationally-representative longitudinal surveys to substantively help address these knowledge gaps, giving policy-makers new informa ....Econometric studies of the dynamics of loneliness and social isolation. This project aims to provide new insights into the socioeconomic dynamics of loneliness and social isolation using advanced econometric modelling techniques applied to longitudinal data from Australia and the UK. This project will apply advanced econometric modelling techniques to data from four nationally-representative longitudinal surveys to substantively help address these knowledge gaps, giving policy-makers new information about how to address these growing societal concerns. The expected outcomes will provide policy-makers with a better understanding of the socioeconomic triggers for loneliness and social isolation; quantify the costs of loneliness and social isolation on health and wellbeing; and identify policy interventions aimed at reducing loneliness and social isolation.Read moreRead less
Self-control in Economic Behaviour. This project aims to use new Australian data to study the way that people’s self-control affects their economic behaviour. This project expects to advance science by testing two new ways of identifying whether people understand their own self-control issues and conducting an innovative program of research that links people’s self-control to their life chances. Expected outcomes include an understanding of i) the factors driving the capacity for self-control; i ....Self-control in Economic Behaviour. This project aims to use new Australian data to study the way that people’s self-control affects their economic behaviour. This project expects to advance science by testing two new ways of identifying whether people understand their own self-control issues and conducting an innovative program of research that links people’s self-control to their life chances. Expected outcomes include an understanding of i) the factors driving the capacity for self-control; ii) the role of self-control in promoting wellbeing; and iii) policy options for improving outcomes through better self-control. This should provide significant benefits in supporting policy agendas such as the Government’s Priority Investment Approach and behavioural economics teams. Read moreRead less
Labour market transitions and dynamics in Australia: An analysis of the Household, Income and Labour Dynamics in Australia Survey. As stated in the National Research Priorities, 'in the decade ahead, it will be vital to understand and support the drivers for workforce participation and the broader social and economic trends influencing Australian families and communities'. Improving our understanding of these drivers is the main objective of this project. Specifically, the outcomes from this pro ....Labour market transitions and dynamics in Australia: An analysis of the Household, Income and Labour Dynamics in Australia Survey. As stated in the National Research Priorities, 'in the decade ahead, it will be vital to understand and support the drivers for workforce participation and the broader social and economic trends influencing Australian families and communities'. Improving our understanding of these drivers is the main objective of this project. Specifically, the outcomes from this project will result in a richer comprehension of the interaction between the social safety net and economic participation, and especially labour force participation. This research will thus directly support the Government's welfare reform and participation agendas, and thus should feed into improved policy decision-making, especially in the areas of employment and income support.Read moreRead less