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
Productivity Measurement, Drivers and Trends: A New Analytical Framework. Significant problems exist in the measurement of productivity and hence its understanding, impeding informed policy formulation. This project aims to advance new concepts and methods for productivity measurement that have the potential to improve policy and national welfare, with special attention to: productivity in the mining industry, which has been a particular problem for Australia; the increased holding of precaution ....Productivity Measurement, Drivers and Trends: A New Analytical Framework. Significant problems exist in the measurement of productivity and hence its understanding, impeding informed policy formulation. This project aims to advance new concepts and methods for productivity measurement that have the potential to improve policy and national welfare, with special attention to: productivity in the mining industry, which has been a particular problem for Australia; the increased holding of precautionary cash balances by firms during financial crises, representing underutilised resources; examination of firm productivity dynamics, without assuming the possibility of disappearing technology capability that is used in standard models; and a more realistic approach to capitalisation of research and development and other intangible investments.Read moreRead less
Robust Configuration of Evolutionary Algorithms. The purpose of this project is to develop an intelligent framework for the robust configuration of evolutionary algorithms. This research is driven by the fact that the current design of evolutionary algorithms is sub-optimal and ineffective for many problem domains. In the proposed framework, a configuration is evolved while the algorithm is running for problem solving to ensure robust design. Its scientific outcomes are expected to include a nov ....Robust Configuration of Evolutionary Algorithms. The purpose of this project is to develop an intelligent framework for the robust configuration of evolutionary algorithms. This research is driven by the fact that the current design of evolutionary algorithms is sub-optimal and ineffective for many problem domains. In the proposed framework, a configuration is evolved while the algorithm is running for problem solving to ensure robust design. Its scientific outcomes are expected to include a novel framework for the automated design of algorithms and new techniques for exploiting assumptions in algorithmic design that may have been overlooked. Expected practical outcomes include the provision of a robust problem-solving tool, strong research training and high-impact publications.Read moreRead less
Determining the factors influencing the success of private and community-owned Indigenous businesses across remote, regional and urban Australia. The main benefit of this project is a thorough understanding of the challenges facing Indigenous enterprises in a range of geographical, economic and social settings. The research will identify and determine the importance of a broad range of factors which influence the success of Indigenous enterprises.
The Economic Measurement of Property Markets: Prices, Bubbles, Economic Growth and Productivity. In collaboration with property fund manager and investor CorVal, and with the participation of the industry leader in benchmarking, property research and metrics, IPD Australia and New Zealand, this project aims to examine the economic measurement of property markets. Mathematical and statistical models aim to be developed for exploiting a large quantity of data made available at aggregate (economy w ....The Economic Measurement of Property Markets: Prices, Bubbles, Economic Growth and Productivity. In collaboration with property fund manager and investor CorVal, and with the participation of the industry leader in benchmarking, property research and metrics, IPD Australia and New Zealand, this project aims to examine the economic measurement of property markets. Mathematical and statistical models aim to be developed for exploiting a large quantity of data made available at aggregate (economy wide) and disaggregate (local area government) levels. The findings aim to contribute to an improved understanding of property price bubbles, concepts of market disequilibrium, and the role of the property market as a source of economic growth and productivity.Read moreRead less
Robust evolutionary analytics for changing and uncertain environments. This project aims to develop a novel framework for solving planning problems in dynamic environments with uncertainties. Current methods treat these conditions as two discrete problems. In the proposed framework, three algorithms will be developed and integrated to generate robust solutions for planning under dynamic changes with uncertainties. The intended outcomes include a novel framework with new techniques, developed by ....Robust evolutionary analytics for changing and uncertain environments. This project aims to develop a novel framework for solving planning problems in dynamic environments with uncertainties. Current methods treat these conditions as two discrete problems. In the proposed framework, three algorithms will be developed and integrated to generate robust solutions for planning under dynamic changes with uncertainties. The intended outcomes include a novel framework with new techniques, developed by exploiting the assumptions of existing methodologies. Practical outcomes will include a robust planning tool.Read moreRead less
Employee voice in Australia: the impact of employee participation arrangements on organisational performance and employee well-being. Given the extent of union decline in Australia, there is a need to update policy to reflect the new reality of low unionisation. This project will examine what alternative arrangements exist and their economic and social consequences. It focuses on the employee impacts and employer impacts of these arrangements and will inform current policy debates.
Discovery Early Career Researcher Award - Grant ID: DE200101310
Funder
Australian Research Council
Funding Amount
$426,918.00
Summary
Dimension-reduced Reinforcement Learning for Large-scale Fleet Management. This project aims to address the problems in large-scale fleet management to ensure the efficiency of tomorrow’s transportation models, such as on-demand ride-hailing and mobility-as-a-service. The expected outcomes of this project include improved techniques for optimising the utility of large fleets of vehicles, and particularly robust dimension-reduced reinforcement learning algorithms that are capable of handling the ....Dimension-reduced Reinforcement Learning for Large-scale Fleet Management. This project aims to address the problems in large-scale fleet management to ensure the efficiency of tomorrow’s transportation models, such as on-demand ride-hailing and mobility-as-a-service. The expected outcomes of this project include improved techniques for optimising the utility of large fleets of vehicles, and particularly robust dimension-reduced reinforcement learning algorithms that are capable of handling the complex dynamics of supply and demand in transportation. The results should advance both research and technology in academia and the transportation industry and will also provide significant benefits to Australia and the international community by enhancing the energy-efficiency of and access to the mobility of the future.Read moreRead less
Natural resources and ecosystem services in productivity measurement. This project aims to understand sources of productivity growth through addressing theoretical and practical problems in the economics of natural resources and ecosystem services. It will study the valuation of non-renewable resources and ecosystem services, acknowledging their contributions to economic activity and the effect on national income from their depletion and degradation. It will develop approaches to incorporating n ....Natural resources and ecosystem services in productivity measurement. This project aims to understand sources of productivity growth through addressing theoretical and practical problems in the economics of natural resources and ecosystem services. It will study the valuation of non-renewable resources and ecosystem services, acknowledging their contributions to economic activity and the effect on national income from their depletion and degradation. It will develop approaches to incorporating natural resource depletion and degradation into productivity analysis with the aim of better informing environmental, innovation and industry policy.Read moreRead less
Facilitating workplace change: Redefining the role of industrial tribunals in Australia. Amendments to the Fair Work Act 2009 passed in 2013 have the potential to re-define the role of Australia’s national workplace relations tribunal, the Fair Work Commission, by requiring it to promote cooperative and productive workplace relations. This project aims to identify an innovative model of tribunal intervention that meets these new imperatives through case studies from the Hunter region of NSW, whe ....Facilitating workplace change: Redefining the role of industrial tribunals in Australia. Amendments to the Fair Work Act 2009 passed in 2013 have the potential to re-define the role of Australia’s national workplace relations tribunal, the Fair Work Commission, by requiring it to promote cooperative and productive workplace relations. This project aims to identify an innovative model of tribunal intervention that meets these new imperatives through case studies from the Hunter region of NSW, where tribunal members have for two decades been working proactively with managers, employees and their representatives in major construction projects and large public sector organisations to achieve cooperative and effective workplace change. Read moreRead less