Latent variable modelling of discrete choice experiments. Discrete choice experiments and models are used to forecast consumer responses to changes in products policies and programs worldwide. Recent research suggests key model assumptions are violated because error variances covary with observed and unobserved factors. In order to address this, we will model systematic relationships between error variances and observed (eg, prices, survey length) and unobserved (eg, 'convenience', 'reputation') ....Latent variable modelling of discrete choice experiments. Discrete choice experiments and models are used to forecast consumer responses to changes in products policies and programs worldwide. Recent research suggests key model assumptions are violated because error variances covary with observed and unobserved factors. In order to address this, we will model systematic relationships between error variances and observed (eg, prices, survey length) and unobserved (eg, 'convenience', 'reputation') factors to improve model reliability and accuracy. This should lead to more accurate models/forecasts, benefitting business and government, which addresses the national priority of 'frontier technologies, promoting an innovative culture and economy'.Read moreRead less
Everyday Incivilities. The study aims to provide the best available evidence on the seriousness of everyday incivilities between strangers in public places as a social problem in Australian society. This will involve gathering self-report data from socially diverse Australians for the purpose of exploring social group differences in (i) the type and prevalence of everyday incivilities experienced, and (ii) the social and psychological costs of exposure to everyday incivilities. The information ....Everyday Incivilities. The study aims to provide the best available evidence on the seriousness of everyday incivilities between strangers in public places as a social problem in Australian society. This will involve gathering self-report data from socially diverse Australians for the purpose of exploring social group differences in (i) the type and prevalence of everyday incivilities experienced, and (ii) the social and psychological costs of exposure to everyday incivilities. The information gathered will be used to identify high risk social groups and public places, and serve as a basis for developing programs for reducing everyday incivilities.Read moreRead less
Understanding the Spatial and Social Drivers of Employment Transitions. This project reconsiders significant changes in the Australian labour market by utilising new conceptual tools based on temporal and spatial dimensions of productive activities and employment. The analysis provides an understanding of the socio-economic and spatial drivers of job and employment transitions and how they vary across Australia. The outcomes will be a new hierarchical model of labour market regions for assessin ....Understanding the Spatial and Social Drivers of Employment Transitions. This project reconsiders significant changes in the Australian labour market by utilising new conceptual tools based on temporal and spatial dimensions of productive activities and employment. The analysis provides an understanding of the socio-economic and spatial drivers of job and employment transitions and how they vary across Australia. The outcomes will be a new hierarchical model of labour market regions for assessing the social impact of employment transitions in regions, localities and remote areas providing evidence to inform region-specific policy. The innovative statistical methodology to enhance current analytical models of spatial variation in employment transitions will contribute significantly to international research. Read moreRead less
Assessing and enhancing the quality of longitudinal survey data. Australia has begun investing heavily in the collection of population-wide longitudinal survey data. Most of that effort has focused first on collection and dissemination and second on analysis, with scant attention paid to the quality of data collected. This is unfortunate given that longitudinal surveys exhibit many problems (e.g., attrition, panel conditioning, and seam effects) that are not relevant in more ubiquitous cross-sec ....Assessing and enhancing the quality of longitudinal survey data. Australia has begun investing heavily in the collection of population-wide longitudinal survey data. Most of that effort has focused first on collection and dissemination and second on analysis, with scant attention paid to the quality of data collected. This is unfortunate given that longitudinal surveys exhibit many problems (e.g., attrition, panel conditioning, and seam effects) that are not relevant in more ubiquitous cross-section of surveys. Without adequate resources devoted to these methodological issues, the quality of substantive research will be questioned and interest from potential users decline. Maximizing the investment being made in longitudinal data thus requires a complementary investment in methodological research.Read moreRead less
Poor Women and Lonely Men: Examining Gendered Social Inclusion and Connection in Australia. This project directly supports the national research priority goal of 'strengthening Australia's social and economic fabric' (as part of Promoting and Maintaining Good Health). Inclusive societies reap many benefits (economic, education, crime, health etc), and information revealed about relevant gendered patterns will help build social inclusion and connection in Australia by informing inclusive strategi ....Poor Women and Lonely Men: Examining Gendered Social Inclusion and Connection in Australia. This project directly supports the national research priority goal of 'strengthening Australia's social and economic fabric' (as part of Promoting and Maintaining Good Health). Inclusive societies reap many benefits (economic, education, crime, health etc), and information revealed about relevant gendered patterns will help build social inclusion and connection in Australia by informing inclusive strategies and policies. The project also supports the national research priority goal 'ageing well and productively', by informing policy-contexts of specific disadvantage, such as amongst those ageing alone. The project will also add to broader understandings about the links between social inclusion, connection and wellbeing.Read moreRead less
Modelling the Choices of Individuals. Individuals make decisions daily and some of these decisions have wide-reaching and long-term consequences, such as choices among housing, public transport, electoral candidates and health care options. The principal aim of this project is to develop reliable and valid ways to model individual level choice processes. Once completed, this will provide insights into ways to aggregate sampled observations when population-level applications are required, and all ....Modelling the Choices of Individuals. Individuals make decisions daily and some of these decisions have wide-reaching and long-term consequences, such as choices among housing, public transport, electoral candidates and health care options. The principal aim of this project is to develop reliable and valid ways to model individual level choice processes. Once completed, this will provide insights into ways to aggregate sampled observations when population-level applications are required, and allow us to compare and test several competing theories of choice behaviour. This will enable us to make contributions to understanding and modelling human decision making in many fields ranging from marketing to medicine.Read moreRead less
Econometric Models for Marketing Decision Making. This project aims to develop methods to more efficiently allocate marketing resources across a range of media, including new media, such as the internet and social media, and compare them with with traditional media such as television and newspapers. To achieve this, the project will develop new methods and econometric models that employ data that capture both exposure to advertising media and downstream purchases at the individual-level. The exp ....Econometric Models for Marketing Decision Making. This project aims to develop methods to more efficiently allocate marketing resources across a range of media, including new media, such as the internet and social media, and compare them with with traditional media such as television and newspapers. To achieve this, the project will develop new methods and econometric models that employ data that capture both exposure to advertising media and downstream purchases at the individual-level. The expected outcome is that Australian companies will make more efficient use of their marketing budget, and better assess how to integrate new and old media into multimedia marketing communication campaigns.Read moreRead less
Innovative Use of Customer Data for Business Growth. This project aims to apply and adapt the latest machine learning techniques to enable companies to utilise their existing customer data to reveal purchase motivations, product preferences, and responsiveness to marketing communications for each single customer. A widespread practice in marketing is to partition customers into broad groups, but customers expect products and services that are tailored to their individual needs. This presents ex ....Innovative Use of Customer Data for Business Growth. This project aims to apply and adapt the latest machine learning techniques to enable companies to utilise their existing customer data to reveal purchase motivations, product preferences, and responsiveness to marketing communications for each single customer. A widespread practice in marketing is to partition customers into broad groups, but customers expect products and services that are tailored to their individual needs. This presents extreme challenges due to the size and complexity of customer databases. The expected outcomes will enable Australian companies to attract and retain more customers, and make more efficient use of their marketing budget. Benefits include equipping companies to better compete domestically and globally.Read moreRead less
Understanding middle-aged women’s responses to alcohol/breast cancer risks. This project aims to identify the nature of alcohol consumption patterns by Australian women aged 45-64 in different socio-economic status groups, and how these are shaped in response to considerations of trust and future health risks. The project will focus on the known risk of alcohol for the development of breast cancer, which is particularly important given that Australian culture is saturated by alcohol use, marketi ....Understanding middle-aged women’s responses to alcohol/breast cancer risks. This project aims to identify the nature of alcohol consumption patterns by Australian women aged 45-64 in different socio-economic status groups, and how these are shaped in response to considerations of trust and future health risks. The project will focus on the known risk of alcohol for the development of breast cancer, which is particularly important given that Australian culture is saturated by alcohol use, marketing and social acceptability. This project aims to identify new strategies to transform behaviour change initiatives, which may differ by socio-economic status group. The project will be a model for national and global initiatives that seek to develop highly effective alcohol reduction messages and reduce alcohol-related harms.Read moreRead less
Experiences of addiction, treatment and recovery: An online resource for members of the public, health professionals and policymakers. Alcohol and other drug addiction is a major health and social issue in Australia. Treatment success rates are modest and little is known about how people experience and manage addiction and the stigma that accompanies it. This project will generate new knowledge on alcohol and other drug addiction by applying a proven qualitative methodology to these issues for t ....Experiences of addiction, treatment and recovery: An online resource for members of the public, health professionals and policymakers. Alcohol and other drug addiction is a major health and social issue in Australia. Treatment success rates are modest and little is known about how people experience and manage addiction and the stigma that accompanies it. This project will generate new knowledge on alcohol and other drug addiction by applying a proven qualitative methodology to these issues for the first time. It will produce an effective, innovative online resource for affected Australians, their family and friends, and the wider Australian community including health professionals and policymakers.Read moreRead less