Self-supervised feature learning for rapid processing of marine imagery. Fast and reliable quantitative estimates of marine environmental health are needed for scientific studies, design and management of protected areas, and regulatory compliance of industrial activity in the ocean. Australia is collecting seafloor images at increasing rates but expert annotations are not keeping up, meaning that typical machine learning approaches struggle. This project will develop self-supervised techniques ....Self-supervised feature learning for rapid processing of marine imagery. Fast and reliable quantitative estimates of marine environmental health are needed for scientific studies, design and management of protected areas, and regulatory compliance of industrial activity in the ocean. Australia is collecting seafloor images at increasing rates but expert annotations are not keeping up, meaning that typical machine learning approaches struggle. This project will develop self-supervised techniques that use large amounts of unlabeled data to enhance performance. Our design takes advantage of additional information available for marine imagery such as geolocation and remote sensing context. We will explore how these representations can guide additional sampling and improve performance in classification tasks.Read moreRead less
Designing Learning Spaces for Diversity, Inclusion and Participation. This project aims to provide evidence-based guidance on how to design and/or modify mainstream schools to make it easier for students with disabilities to participate. It seeks to inform architects, educators, and policy makers about disabled students' spatial requirements and to develop strategies and tools to support the process of co-designing schools with people with lived experience of disability. The outcomes will includ ....Designing Learning Spaces for Diversity, Inclusion and Participation. This project aims to provide evidence-based guidance on how to design and/or modify mainstream schools to make it easier for students with disabilities to participate. It seeks to inform architects, educators, and policy makers about disabled students' spatial requirements and to develop strategies and tools to support the process of co-designing schools with people with lived experience of disability. The outcomes will include an inclusive learning spaces design framework. This is expected to benefit all students' access and meaningful involvement in learning through the development of more inclusive learning spaces. The research is significant because it integrates previously dissociated knowledge from architecture, education and health.Read moreRead less
The impact of urban vertical schools on students’ capability and wellbeing. Urban vertical schools are new types of schools in Australia. There are no evidence-based Australian precedents to guide designers or educators, no formal knowledge sharing processes that draw on experiences of pioneers, and little understanding of what these spaces mean for student capability and wellbeing. This evaluative case study will bring together evidence from designers, educators and students in three newly buil ....The impact of urban vertical schools on students’ capability and wellbeing. Urban vertical schools are new types of schools in Australia. There are no evidence-based Australian precedents to guide designers or educators, no formal knowledge sharing processes that draw on experiences of pioneers, and little understanding of what these spaces mean for student capability and wellbeing. This evaluative case study will bring together evidence from designers, educators and students in three newly built urban, vertical schools. Project findings will point to inclusive principles for designing and leading in physical, digital and social school spaces to maximise student wellbeing and capability. Insights into student experiences in urban, vertical school spaces will have value for infrastructure spending in all schools.Read moreRead less
Exploring Problem Based Learning in schools . This project investigates the potential contribution of Problem Based Learning to school based Science, Technology, Engineering, Mathematics (STEM) education. The project expects to generate new knowledge about how the principles defining this PBL approach can support primary and secondary teachers to enhance learning opportunities and build STEM literacy. The project actively positions teachers as researchers interrogating their practice. Expected ....Exploring Problem Based Learning in schools . This project investigates the potential contribution of Problem Based Learning to school based Science, Technology, Engineering, Mathematics (STEM) education. The project expects to generate new knowledge about how the principles defining this PBL approach can support primary and secondary teachers to enhance learning opportunities and build STEM literacy. The project actively positions teachers as researchers interrogating their practice. Expected project outcomes include a pedagogical framework developed with teachers, and illustrations of practice capturing problem based learning in a range of school settings. Potential benefits include support for teachers, school leadership and sectors seeking to enhance STEM education.Read moreRead less
Improving outcomes through accessible assessment and inclusive practices. Complex assessment tasks and pedagogies present barriers to the learning and achievement of students with disability, including those with language and/or attentional difficulties. This research will test: 1) whether accessible assessment task design leads to improved student outcomes; 2) whether enhancing teachers’ inclusive practice improves student access to formative assessment pedagogies, enabling more accurate studen ....Improving outcomes through accessible assessment and inclusive practices. Complex assessment tasks and pedagogies present barriers to the learning and achievement of students with disability, including those with language and/or attentional difficulties. This research will test: 1) whether accessible assessment task design leads to improved student outcomes; 2) whether enhancing teachers’ inclusive practice improves student access to formative assessment pedagogies, enabling more accurate student understanding of assessment aims and requirements; and 3) how improvements in task design and teacher practice can be sustained and upscaled across secondary school departments. Expected outcomes of international significance are more inclusive learning and assessment practices with the potential to benefit all students.Read moreRead less
A best practice framework for playgroups-in-schools. This project aims to identify the processes, practices and/or policies informing productive relationships between families and school-staff. Playgroups-in-schools are a burgeoning field of integrated early childhood service provision. Research shows that playgroup participation benefits parental capabilities about children’s play. High levels of parental knowledge, skills and confidence in providing children with play-experience are known to h ....A best practice framework for playgroups-in-schools. This project aims to identify the processes, practices and/or policies informing productive relationships between families and school-staff. Playgroups-in-schools are a burgeoning field of integrated early childhood service provision. Research shows that playgroup participation benefits parental capabilities about children’s play. High levels of parental knowledge, skills and confidence in providing children with play-experience are known to have a positive development and learning impact for children. An expected outcome from this project will be a best practice framework for playgroups-in-schools, which should directly inform policy and practice in schools via Playgroup Victoria's increased capacity to advise school-leaders on playgroups-in-schools.Read moreRead less
Personalised Online Learning Analytics by Exploring Multilayer Graph Data . Learning analytics is becoming a significant factor in reducing the drop-out rate of students in online learning. The aim of this project is to develop a reliable, robust, real-time analysis system that automatically reveals multilayered relationships, evaluates students' learning performance, and generates a personal study plan through discovery. This project includes the design of novel algorithms for multilayer graph ....Personalised Online Learning Analytics by Exploring Multilayer Graph Data . Learning analytics is becoming a significant factor in reducing the drop-out rate of students in online learning. The aim of this project is to develop a reliable, robust, real-time analysis system that automatically reveals multilayered relationships, evaluates students' learning performance, and generates a personal study plan through discovery. This project includes the design of novel algorithms for multilayer graph processing, pattern recognition in learning activities, learning performance assessment, and personalised study plan recommendations. The success of this project will significantly enhance the success of online education both in Australia and worldwide and; hence, will save time, money and resources for end users.Read moreRead less
Multiliteracies for addressing disadvantage in senior school science. Multiliteracies for addressing disadvantage in senior school science. This project aims to develop discipline-specific pedagogies in senior physics, chemistry and biology to improve disadvantaged students’ engagement and achievement. Many students from disadvantaged backgrounds fail to develop the linguistic precision and symbolic representational dexterity needed to comprehend and communicate senior school science concepts. T ....Multiliteracies for addressing disadvantage in senior school science. Multiliteracies for addressing disadvantage in senior school science. This project aims to develop discipline-specific pedagogies in senior physics, chemistry and biology to improve disadvantaged students’ engagement and achievement. Many students from disadvantaged backgrounds fail to develop the linguistic precision and symbolic representational dexterity needed to comprehend and communicate senior school science concepts. These pedagogies will ‘infuse’ multiliteracies in senior school science to improve access to science-based pathways for these students, and enable them to understand progressively more complex scientific concepts and demonstrate this in examinations. This project is expected to improve student retention, arrest declining enrolments in senior school science, and increase young people working in science.Read moreRead less