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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Family Responses to Economic Shocks and Policy Reforms over the Life Cycle. Australian social and economic policy requires a sophisticated understanding of the interaction of public policy with recent demographic trends, including the growth in fragile families and the ageing population. This project aims to develop innovative dynamic models of family decision-making to produce new estimates of the impact of significant Australian public policy reforms on labour supply, fertility, family formati ....Family Responses to Economic Shocks and Policy Reforms over the Life Cycle. Australian social and economic policy requires a sophisticated understanding of the interaction of public policy with recent demographic trends, including the growth in fragile families and the ageing population. This project aims to develop innovative dynamic models of family decision-making to produce new estimates of the impact of significant Australian public policy reforms on labour supply, fertility, family formation, and retirement decisions. Structural econometric models will be used to simulate the effects of variation in the design of the Parenting Payment Single, Age Pension and other programs. The project findings are expected to generate economic and social policy recommendations.Read moreRead less
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
Innovative financing mechanisms for higher education. Advances in statistical modelling are used to highlight the potential to apply creatively income contingent loans for the expansion of Australian and international higher education. Alternative student loan mechanisms for income support and tuition are critically analysed, and new arrangements are proposed for equitable reforms in higher education.
Modelling Decision Making Within the Household and Analysing its Welfare Implications:Methodological Advances with Policy Applications. The project examines the behavioural and welfare implications of alternative models of intra household decisions. A framework that integrates the household's earnings and expenditure decisions will be proposed and applied. The project introduces new measures of spousal power in making decisions and examines its impact on household outcomes. A satisfactory eco ....Modelling Decision Making Within the Household and Analysing its Welfare Implications:Methodological Advances with Policy Applications. The project examines the behavioural and welfare implications of alternative models of intra household decisions. A framework that integrates the household's earnings and expenditure decisions will be proposed and applied. The project introduces new measures of spousal power in making decisions and examines its impact on household outcomes. A satisfactory econometric methodology to test the conventional unitary model will be developed and applied. The usefulness of this research is underlined by examining the policy implications in areas that range from taxation in the developed country context to child health, child labour and gender bias in case of developing countries.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE120101588
Funder
Australian Research Council
Funding Amount
$375,000.00
Summary
The impact of aggregate and idiosyncratic shocks and uncertainties: do immigrants behave differently than the native-born? The project will examine the role of shocks/uncertainties on differences in consumption, savings and labour supply of immigrant and native-born indigenous and non-indigenous population. The results will help guide the formulation of immigration/integration policy, and facilitate the design of programs in response to shocks and financial crises.
Understanding the Saving Behaviour of Australian Households: Private Retirement Provision and the Policy of Forced Saving. The outcomes from the research on Australian retirement saving behaviour will generate a range of national benefits. First, the collaboration of researchers across institutions, and internationally, will enhance and promote Australian research skills. Second, Australian research will be will be placed at the forefront of an important, international field. Third, the research ....Understanding the Saving Behaviour of Australian Households: Private Retirement Provision and the Policy of Forced Saving. The outcomes from the research on Australian retirement saving behaviour will generate a range of national benefits. First, the collaboration of researchers across institutions, and internationally, will enhance and promote Australian research skills. Second, Australian research will be will be placed at the forefront of an important, international field. Third, the research will make fundamental contributions to the evidence base for the design of public policies to ensure Australians have access to adequate resources in retirement. This is an urgent public policy concern due to the rapid ageing of the Australian population: the fraction aged over 65 years is forecast to double from 10% to 20% over the next 40 years.Read moreRead less
What women want: unravelling the factors underlying women's financial decision-making behaviour. By the time women retire, they are generally worse off financially than men. This national study will be the first to measure the impact of underlying factors that explain rather than describe the financial decision-making behaviour of women, and how financial decision-making and economic outcomes for women might be improved.
Reconnecting and engaging superannuation fund members. To understand the widely perceived disengagement of superannuation fund members, the project team will collaborate with UniSuper and the human resources departments of two large Australian universities on a large-scale, state-of-the-art experiment. This project will provide theoretical, and hands-on, advice to reconnect and engage fund members to enhance/improve retirement savings decisions.
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