The impact of income support design on the outcomes of children and youth. This project aims to assess how children from low-income families are affected by welfare policy design in Australia – specifically, by policy intended to influence welfare payment receipt and workforce participation of their parent(s). Causal impacts of policy design on children will be identified and evaluated using unique administrative and survey data, and treating recent welfare reforms in Australia as natural experi ....The impact of income support design on the outcomes of children and youth. This project aims to assess how children from low-income families are affected by welfare policy design in Australia – specifically, by policy intended to influence welfare payment receipt and workforce participation of their parent(s). Causal impacts of policy design on children will be identified and evaluated using unique administrative and survey data, and treating recent welfare reforms in Australia as natural experiments.. This will be the first comprehensive Australian analysis of intergenerational impacts of welfare policy design.Read moreRead less
Understanding and preventing workforce vulnerabilities in midlife and beyond. This project brings together frontline service agencies with researchers from two universities to study involuntary non-participation and under-participation in the labour market by midlife Australians. Quantitative and qualitative approaches will be used to understand pathways and outcomes so as to inform policy and practice responses.
Rethinking diversity and inclusion practices in leadership roles. This project aims to study the lack of racial and gender diversity in management and leadership roles. The noticeable imbalances question the functioning of the meritocracy principle and may lead to organisational and social vulnerabilities. This project will apply large-scale field experiments with major organisations to investigate how workplace diversity and inclusion can be improved using as foundation economic theories of sig ....Rethinking diversity and inclusion practices in leadership roles. This project aims to study the lack of racial and gender diversity in management and leadership roles. The noticeable imbalances question the functioning of the meritocracy principle and may lead to organisational and social vulnerabilities. This project will apply large-scale field experiments with major organisations to investigate how workplace diversity and inclusion can be improved using as foundation economic theories of signaling, discrimination, fairness, and identity. The expected outcome is the identification of best diversity and inclusion practice in attraction, hiring, development and retention. This will provide significant benefit through an increase in workplace diversity.
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Regional Australia' skills shortages and high-skill refugees' employment . Regional Australia loses to cities thousands of professional and trade-related people whose skills cannot be replaced. Focusing on small and medium-size enterprises producing food and beverages, this project aims to determine whether refugee employment (i) is a strategic resource (ii) can alleviate these chronic regional skill shortages, and (iii) can be integrated in immigration policy. In doing so, it will for the firs ....Regional Australia' skills shortages and high-skill refugees' employment . Regional Australia loses to cities thousands of professional and trade-related people whose skills cannot be replaced. Focusing on small and medium-size enterprises producing food and beverages, this project aims to determine whether refugee employment (i) is a strategic resource (ii) can alleviate these chronic regional skill shortages, and (iii) can be integrated in immigration policy. In doing so, it will for the first time provide critical empirical evidence on the possible need to separate policy measures aimed at rural vs. urban employers. The outcomes will contribute to reducing the problem of critical skill shortages and wastage at once and do so with an eye to the needs to rural Australia – a key driver of the country’s exports. Read moreRead less
ARC Centre of Excellence in Population Ageing Research. This Centre intends to generate crucial knowledge to inform social and economic responses to population ageing, one of the most important issues of the 21st century. Population ageing exerts unprecedented pressures on social norms and policy institutions, both in Australia and around the world. Leading researchers from a range of disciplines will undertake multidisciplinary research to help governments, businesses, and consumers prepare for ....ARC Centre of Excellence in Population Ageing Research. This Centre intends to generate crucial knowledge to inform social and economic responses to population ageing, one of the most important issues of the 21st century. Population ageing exerts unprecedented pressures on social norms and policy institutions, both in Australia and around the world. Leading researchers from a range of disciplines will undertake multidisciplinary research to help governments, businesses, and consumers prepare for and make better decisions for an ageing world, with consequent social and economic benefits for families and communities expected to flow to Australia, the Asian region and the world.Read moreRead less
ARC Centre of Excellence in Population Ageing Research. The Centre aims to execute world class basic and applied research to transform our capacity to respond to the economic and social challenges of demographic change, and to changes in individual longevity and cognitive and motor capacity. It will combine in-house expertise with leading researchers globally in initiatives to generate new outcome-oriented approaches to studying the population ageing process and its implications. It s research w ....ARC Centre of Excellence in Population Ageing Research. The Centre aims to execute world class basic and applied research to transform our capacity to respond to the economic and social challenges of demographic change, and to changes in individual longevity and cognitive and motor capacity. It will combine in-house expertise with leading researchers globally in initiatives to generate new outcome-oriented approaches to studying the population ageing process and its implications. It s research will inform innovative policy formulation and product and market development, and train a new generation of researchers into population ageing with an enriched appreciation of the cross-disciplinary dimensions of population ageing research.Read moreRead less
Identifying genes that influence clinical course and susceptibility in multiple sclerosis. This project aims to identify the genetic basis of multiple sclerosis (MS), the most common neurologic disease in young Australian adults. MS urgently needs research to identify predisposition, aid early diagnosis and provide bona fide molecular targets for new therapies. This will benefit people with MS and those susceptible to it. Crucial new knowledge identified will benefit other major areas of MS rese ....Identifying genes that influence clinical course and susceptibility in multiple sclerosis. This project aims to identify the genetic basis of multiple sclerosis (MS), the most common neurologic disease in young Australian adults. MS urgently needs research to identify predisposition, aid early diagnosis and provide bona fide molecular targets for new therapies. This will benefit people with MS and those susceptible to it. Crucial new knowledge identified will benefit other major areas of MS research including epidemiology, immunology and neurobiology. Collaboration of 8 major Australian institutions is also important for this project and future studies. The team will have access to a new national MS GeneBank (platform) with samples from 2240 patients that should generate findings important to world-wide MS genetic knowledge.Read moreRead less
MemberGuard: Protecting Machine Learning Privacy from Membership Inference. Machine Learning has become a core part of many real-world applications. However, machine learning models are vulnerable to membership inference attacks. In these attacks, an adversary can infer if a given data record has been part of the model's training data. In this project, the team aims to develop new techniques that can be used to counter these attacks, such as 1) new analytical models for membership leakage, 2) ne ....MemberGuard: Protecting Machine Learning Privacy from Membership Inference. Machine Learning has become a core part of many real-world applications. However, machine learning models are vulnerable to membership inference attacks. In these attacks, an adversary can infer if a given data record has been part of the model's training data. In this project, the team aims to develop new techniques that can be used to counter these attacks, such as 1) new analytical models for membership leakage, 2) new methods for susceptibility diagnosis, 3) new defences that leverage privacy and utility. Data-oriented services are estimated to be valuable assets in the future. These techniques can help Australia gain cutting edge advantage in machine learning security and privacy and protect its intellectual property on these services.Read moreRead less
DeepHoney: Automatic Honey Data Generation for Active Cyber Defence . This project aims to enhance the security of networks and information systems by empowering them with intelligent deception techniques to achieve proactive attack detection and defence. In recent times, the fictitious environment – honeypot designed by human experience becomes popular to attract attackers and capture their interactions. However, rules-based construction of honeypots fails in preserving the privacy, boosting th ....DeepHoney: Automatic Honey Data Generation for Active Cyber Defence . This project aims to enhance the security of networks and information systems by empowering them with intelligent deception techniques to achieve proactive attack detection and defence. In recent times, the fictitious environment – honeypot designed by human experience becomes popular to attract attackers and capture their interactions. However, rules-based construction of honeypots fails in preserving the privacy, boosting the attractiveness and evolving the system. The project expects to advance deep learning and yield novel DeepHoney technologies with associated publications and open-source software. This should benefit science, society, and the economy by building the next generation of active cyber defence systems. Read moreRead less
Special Research Initiatives - Grant ID: SR1101002
Funder
Australian Research Council
Funding Amount
$21,000,000.00
Summary
Stem Cells Australia. Despite progress in stem cell research, scientists do not understand how stem cells “decide” what to become. Stem Cells Australia will draw upon strengths within Australia’s premier stem cell research universities and institutes. This collaboration between leading bioengineering, nanotechnology, stem cell and advanced molecular analysis experts, will fast-track efforts to deliver a fundamental understanding of the mechanisms of stem cell regulation and differentiation, and ....Stem Cells Australia. Despite progress in stem cell research, scientists do not understand how stem cells “decide” what to become. Stem Cells Australia will draw upon strengths within Australia’s premier stem cell research universities and institutes. This collaboration between leading bioengineering, nanotechnology, stem cell and advanced molecular analysis experts, will fast-track efforts to deliver a fundamental understanding of the mechanisms of stem cell regulation and differentiation, and the ability to control and influence this process. Stem Cells Australia will deliver new methods for stem cell propagation and manipulation, new translational technologies for therapeutic applications, and will prepare Australia’s future stem cell scientific leaders.Read moreRead less