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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Public Finance and Cryptocurrencies. This project aims to analyse the impact of cryptocurrency technology on taxation and the provision of public goods in Australia. The project will identify the historical relationship between money technologies and public finance, examine the impact of cryptocurrencies in relation to the modern state, and investigate the potential of utilising cryptocurrencies in the provision of public goods. The outcomes of the research will expand theoretical and practical ....Public Finance and Cryptocurrencies. This project aims to analyse the impact of cryptocurrency technology on taxation and the provision of public goods in Australia. The project will identify the historical relationship between money technologies and public finance, examine the impact of cryptocurrencies in relation to the modern state, and investigate the potential of utilising cryptocurrencies in the provision of public goods. The outcomes of the research will expand theoretical and practical understanding of public finance in a world of cryptocurrencies. The project findings will provide guidance to Australian and international policymakers to prepare for potential disruptions to taxation and public goods provision. Read moreRead less
Modelling health: Reporting behaviour and misclassification using survey data. Empirical models based on large scale survey data sets are used by health economists to inform policymakers. However, in the case of sensitive topics, a potential for survey misreporting may lead to inaccurate estimates of aberrant behaviours. To date, little work has been done analysing the extent and consequences of inaccurate reporting, especially within health economics. By addressing areas where potential for mis ....Modelling health: Reporting behaviour and misclassification using survey data. Empirical models based on large scale survey data sets are used by health economists to inform policymakers. However, in the case of sensitive topics, a potential for survey misreporting may lead to inaccurate estimates of aberrant behaviours. To date, little work has been done analysing the extent and consequences of inaccurate reporting, especially within health economics. By addressing areas where potential for misinformation is high, the overall quality of results will be enhanced. This research will be submitted to highly ranked health economics and econometrics journals to be made available to relevant policymakers intent on ensuring a healthy society.Read moreRead less
Why poorer students are less likely to go to university: Theoretical and empirical evidence for Australia with implications for policy. This project will improve our understanding of the factors that lead to the under-representation of low income students in universities in Australia and other countries. The focus of the analysis will be the impact of a student's family and household environment and innate ability on their school performance, an essential pre-requisite for university admission, ....Why poorer students are less likely to go to university: Theoretical and empirical evidence for Australia with implications for policy. This project will improve our understanding of the factors that lead to the under-representation of low income students in universities in Australia and other countries. The focus of the analysis will be the impact of a student's family and household environment and innate ability on their school performance, an essential pre-requisite for university admission, together with the costs of university education. Identifying the relative importance of these factors in determining educational success will enable families, schools, universities and educational policy-makers to improve opportunities for high ability students from all socioeconomic backgrounds. This will in turn enhance economic growth and productivity, benefiting all Australians.Read moreRead less
Small firms' finances: effects on employment, wages and growth. The project aims to estimate how difficulties in accessing financial and credit markets affect small and medium enterprise (SME) decisions about employment, wages, entry and exit. Although the SME sector is Australia’s largest employer, the extent to which financial constraints affect these firms' market performance and their ability to create and sustain employment is unknown. The project plans to use an econometric analysis of fir ....Small firms' finances: effects on employment, wages and growth. The project aims to estimate how difficulties in accessing financial and credit markets affect small and medium enterprise (SME) decisions about employment, wages, entry and exit. Although the SME sector is Australia’s largest employer, the extent to which financial constraints affect these firms' market performance and their ability to create and sustain employment is unknown. The project plans to use an econometric analysis of firm level panel data to fill this gap. The intended outcome is micro-econometric findings tailored to improve targeted labour and financial policy. The expected benefit is to provide input to policy responses that support employment, productivity and wages in volatile market conditions.Read moreRead less
Physician Preferences for Medical Innovation. This project aims to identify the causes and consequences of medical practice variations by providing new evidence on the process through which physicians adopt and use new medical technology. This project expects to generate new knowledge on how physicians' human and social capital determine their preferences for taking up new medical technology and the economic consequences of such decisions. Expected outcomes of this project include a greater unde ....Physician Preferences for Medical Innovation. This project aims to identify the causes and consequences of medical practice variations by providing new evidence on the process through which physicians adopt and use new medical technology. This project expects to generate new knowledge on how physicians' human and social capital determine their preferences for taking up new medical technology and the economic consequences of such decisions. Expected outcomes of this project include a greater understanding of the sources for and costs of inappropriate use of healthcare, such as low-value care. This should provide significant benefits, such as contributing to the construction of effective policies for improving efficiency and equity of the healthcare system.Read moreRead less
Carbon pricing and its impacts on the productivity growth of Australian industries. This project seeks to investigate the effects of carbon pricing on the productivity of Australian industries. It will provide important insights into the issues of productivity growth and technical efficiency for Australian industries following the imposition of a price on carbon, implemented either through a carbon tax or a carbon trading scheme.
The role of branding and international trademarks in global value chains. The role of branding and international trademarks in global value chains. This project will examine the role of brands and trademarks on global value chains. Trademarks can help firms de-risk, scale up and add value to their offerings. This project will develop a machine learning algorithm to identify international trademark families and extend a novel global trademark family dataset. It will use the dataset to analyse how ....The role of branding and international trademarks in global value chains. The role of branding and international trademarks in global value chains. This project will examine the role of brands and trademarks on global value chains. Trademarks can help firms de-risk, scale up and add value to their offerings. This project will develop a machine learning algorithm to identify international trademark families and extend a novel global trademark family dataset. It will use the dataset to analyse how international trademarks are used and mis-used; how they enable vertical dis-integration and international dispersion of manufacturing production (two central features of global value chains); and how they affect businesses’ ability to enter and compete in global markets. This research should help Australian businesses extend their international reach and policy makers increase domestic gains from global value chains.Read moreRead less
Privatisation, Regulation and Institutional Structures of Airports: An International Study. Airports are typically locational monopolies possessing strong market power - abuse of this is controlled by public ownership, regulation or not-for-profit operation. All these pose problems for achieving economic efficiency while meeting environmental standards. Design of efficient regulation, and the Australian experiment with price monitored private airports, will be analysed. Using data from Austr ....Privatisation, Regulation and Institutional Structures of Airports: An International Study. Airports are typically locational monopolies possessing strong market power - abuse of this is controlled by public ownership, regulation or not-for-profit operation. All these pose problems for achieving economic efficiency while meeting environmental standards. Design of efficient regulation, and the Australian experiment with price monitored private airports, will be analysed. Using data from Australian and overseas airports, the performance of airports operating under the alternative systems will be evaluated, enabling an assessment of performance and privatisation; a comparison of private, public and not-for-profit systems; and pointing out how better governance options can be designed.Read moreRead less
Tackling the Tough Problems in Productivity Measurement: Infrastructure, Services and R&D. Productivity is seen as a main driver of economic growth and welfare improvements. Productivity indexes are used in a variety of policy contexts, in particular in determining the effectiveness (or otherwise) of government policies. Most industrialized countries have productivity accounts, but measurement problems persist and may even be more problematic in the future given an expansion in new goods and ser ....Tackling the Tough Problems in Productivity Measurement: Infrastructure, Services and R&D. Productivity is seen as a main driver of economic growth and welfare improvements. Productivity indexes are used in a variety of policy contexts, in particular in determining the effectiveness (or otherwise) of government policies. Most industrialized countries have productivity accounts, but measurement problems persist and may even be more problematic in the future given an expansion in new goods and services. Improved productivity measurement and an improved understanding of its sources can inform aggregate and regional policy. The project includes collaboration with the Australian Bureau of Statistics and the Productivity Commission, with the participation of the Reserve Bank of Australia.Read moreRead less