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Discovery Early Career Researcher Award - Grant ID: DE230100950
Funder
Australian Research Council
Funding Amount
$458,798.00
Summary
Automated People Management: When algorithms manage employees. This project aims to explain the impact of technologies that automate people management. Through four integrated studies, this project expects to generate new knowledge on a currently invisible set of managerial and industrial practices that are profoundly reshaping work and employment relations. Expected outcomes include the first typology of automated people management technologies that will be used to reveal where and how automate ....Automated People Management: When algorithms manage employees. This project aims to explain the impact of technologies that automate people management. Through four integrated studies, this project expects to generate new knowledge on a currently invisible set of managerial and industrial practices that are profoundly reshaping work and employment relations. Expected outcomes include the first typology of automated people management technologies that will be used to reveal where and how automated people management is occurring in Australia and its effects on managers and workers. This much needed research should provide significant practical benefit to organisations and inform emerging policy and frameworks for the responsible adoption of AI and digital technologies in Australian workplaces. Read moreRead less
A Theory of Innovation Systems. The goal of the project is to develop and validate a new theory for how information systems can be designed to assist organisations in becoming innovative. Technological innovation is designed to increase productivity and economic growth, but knowledge is lacking about how information systems can meaningfully support organisations in becoming innovative. The goal of this project is to develop and test a theory of ‘innovation systems’ that would describe design pri ....A Theory of Innovation Systems. The goal of the project is to develop and validate a new theory for how information systems can be designed to assist organisations in becoming innovative. Technological innovation is designed to increase productivity and economic growth, but knowledge is lacking about how information systems can meaningfully support organisations in becoming innovative. The goal of this project is to develop and test a theory of ‘innovation systems’ that would describe design principles for information systems that provide effective and efficient support to organisational innovation processes. The expected project outcomes would assist the development of new systems to support organisational innovations, the management of innovation initiatives to increase productivity and growth, and the effective assessment of technologies to support innovation.Read moreRead less
Diffusion of manufactured high performance green houses: a mixed-methods management study of innovation obstacles. This project will improve the affordability and environmental impact of Australian housing, by increasing the rate of innovation activity within the industry. The project addresses this challenge by investigating the beliefs of builders that underpin their reticence to change. The findings are used to design educational responses to improve innovation rates.
Academic Entrepreneurship in Australian Universities. ITRHs & ITTCs are a major funding sources to mentor future graduates that drive growth and innovation in today’s economy. However, changes based on evidence based research are needed to ensure that they are adapted to the task of creating entrepreneurial thinking, stimulating business creation and exploiting ideas in society. Multiple-case studies are generally regarded as more robust than single-case studies, providing the observation and an ....Academic Entrepreneurship in Australian Universities. ITRHs & ITTCs are a major funding sources to mentor future graduates that drive growth and innovation in today’s economy. However, changes based on evidence based research are needed to ensure that they are adapted to the task of creating entrepreneurial thinking, stimulating business creation and exploiting ideas in society. Multiple-case studies are generally regarded as more robust than single-case studies, providing the observation and analysis of a phenomenon in several settings. In order to satisfy the requirements of the replication strategy we analyze all funded ITRHs & ITTCs from 2012 to 2024.
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Turning crises into opportunities: Learning from high growth businesses. Being able to adapt and respond to crises such as the COVID-19 pandemic or bushfires is important for Australia's economic development. This project investigates how crises can be turned into opportunities. It analyses the strategic crises responses of business ventures that managed to defy the odds and to achieve high growth because of crises. The outcomes include an improved understanding of the opportunities crises prese ....Turning crises into opportunities: Learning from high growth businesses. Being able to adapt and respond to crises such as the COVID-19 pandemic or bushfires is important for Australia's economic development. This project investigates how crises can be turned into opportunities. It analyses the strategic crises responses of business ventures that managed to defy the odds and to achieve high growth because of crises. The outcomes include an improved understanding of the opportunities crises present; and actionable, empirically grounded insights into successful crises responses. As such, the project will make significant contributions to core areas of entrepreneurship and management research. It will also help policymakers and entrepreneurs to improve economic resilience and to foster sustainable economic growth.Read moreRead less
The relationship between firm innovation and performance and the role of the government. Productivity growth in Australia has plateaued. Although Federal and State Governments employ a range of different innovation policies designed to stimulate productivity growth, little is known about the effects these programs, and of innovation more generally, on firm performance. One reason why this relationship is unknown relates to the availability of firm-level data. This project, will take advantage of ....The relationship between firm innovation and performance and the role of the government. Productivity growth in Australia has plateaued. Although Federal and State Governments employ a range of different innovation policies designed to stimulate productivity growth, little is known about the effects these programs, and of innovation more generally, on firm performance. One reason why this relationship is unknown relates to the availability of firm-level data. This project, will take advantage of unique access to a dataset provided by the Australian Bureau of Statistics which enables us to observe the activities of every firm in Australia. Using these data and appropriate econometric techniques, the study will examine the effect of a range of government policies designed to stimulate innovation and productivity growth. Read moreRead less
Hardware-based accelerators for real-time machine learning. This project will tackle the challenge of applying real-time machine learning to massive high-frequency data. This project will leverage advancements in machine learning and hardware synthesis to implement computationally complex machine-learning algorithms on hardware-accelerated platforms, avoiding overhead delays incurred by software running on a processor.
Pursuing the right opportunities: the actor-opportunity nexus and new venture performance. This project's purpose is to explain how new business ventures can be made more successful. Based on a longitudinal study of new business ventures in Australia's mining industry, the research will develop a model that captures how characteristics of entrepreneurs, opportunities and the fit between them influence entrepreneurial actions and success.
An interaction model for human–machine creative collaboration. The project aims to demonstrate how interactive systems can enhance creative productivity, through the development and evaluation of a model for how humans and AI can interact while creating. This is expected to generate new strategies for effective, intelligent, and domain-general creativity support. These new strategies will be validated in the domains of drawing and music composition by rigorous human-centred prototyping technique ....An interaction model for human–machine creative collaboration. The project aims to demonstrate how interactive systems can enhance creative productivity, through the development and evaluation of a model for how humans and AI can interact while creating. This is expected to generate new strategies for effective, intelligent, and domain-general creativity support. These new strategies will be validated in the domains of drawing and music composition by rigorous human-centred prototyping techniques. The principal anticipated outcome of the project is a model for how to enhance creative work through interacting with AI, an opportunity that is currently largely unexplored. Benefits will include an increase in the rate of creative outputs, both within the creative industries and throughout the economy.Read moreRead less
Automation and Income Inequality: Macroeconomic Policy Implications. The transition to wider use of robotics and artificial intelligence may eventually make our citizens better off, yet effects on domestic income and wealth inequality remain uncertain, depending strongly on general governance and macroeconomic policy regimes. This project would help clarify income inequality effects, both abroad and in Australia, through (i) new numerical theory from calibrated economic models at the global and ....Automation and Income Inequality: Macroeconomic Policy Implications. The transition to wider use of robotics and artificial intelligence may eventually make our citizens better off, yet effects on domestic income and wealth inequality remain uncertain, depending strongly on general governance and macroeconomic policy regimes. This project would help clarify income inequality effects, both abroad and in Australia, through (i) new numerical theory from calibrated economic models at the global and national levels; (ii) econometric testing of results from global and national data; (iii) the use of emerging insights to analyse economic policy responses and their global interaction as well as the implications for Australian economic policyRead moreRead less