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
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
AI in agriculture: hybrid machine learning models for nitrogen simulation. Agricultural simulation models are used to guide nitrogen management to reduce nitrogen loss and its environmental impact, but they were developed using constrained datasets, which restricts them to site- or regional-specific simulations. This project adopts a novel approach to addressing these problems by applying machine learning-based data analytics. The project will refine the linkages between nitrogen losses and thei ....AI in agriculture: hybrid machine learning models for nitrogen simulation. Agricultural simulation models are used to guide nitrogen management to reduce nitrogen loss and its environmental impact, but they were developed using constrained datasets, which restricts them to site- or regional-specific simulations. This project adopts a novel approach to addressing these problems by applying machine learning-based data analytics. The project will refine the linkages between nitrogen losses and their key drivers, and improve the existing agroecosystem models through data imputation, parameter optimisation and module enhancement. The outcomes of this project will lead to an accurate prediction of nitrogen losses from agriculture, advancement in agroecosystem models and their adaptability to a global context.Read moreRead less
Designing offices well. This project aims to describe, quantify and analyse the impact of workspace design on workers’ satisfaction, productivity and health. The Australian market is the fastest adopter of Activity-Based Working (ABW) in the world and impacts arising from this workspace typology on workers will be significant now and in the next decade. This project will develop benchmarking for ABW offices, techniques for monitoring cognitive performance in situ, and design guidelines for healt ....Designing offices well. This project aims to describe, quantify and analyse the impact of workspace design on workers’ satisfaction, productivity and health. The Australian market is the fastest adopter of Activity-Based Working (ABW) in the world and impacts arising from this workspace typology on workers will be significant now and in the next decade. This project will develop benchmarking for ABW offices, techniques for monitoring cognitive performance in situ, and design guidelines for health promotion. By shifting attention to design features that actually perform well, this project will provide the empirical basis needed to transform the way workspaces are designed now and in the future. It will therefore lead to greater productivity in and among workplaces.Read moreRead less