An econometric analysis of the impact of education on health in developing countries. This project will provide empirical knowledge on whether education affects health over the life course in developing countries. This research will aid the design of more cost effective strategies aiming to reduce poverty and promote economic development, which will ultimately lead to a more prosperous and safe region and world.
Discovery Early Career Researcher Award - Grant ID: DE170100644
Funder
Australian Research Council
Funding Amount
$371,000.00
Summary
Nonlinear econometric panel models with fixed effects. This project aims to develop effective quantitative methods tailored to policy questions in public health and international trade. Many nonlinear panel models are essential to answer policy-relevant research questions, but cannot estimate key objects of interest, while default procedures for inference are often misleading, making magnitudes of identified effects impossible to quantify. This project will develop methods to overcome these limi ....Nonlinear econometric panel models with fixed effects. This project aims to develop effective quantitative methods tailored to policy questions in public health and international trade. Many nonlinear panel models are essential to answer policy-relevant research questions, but cannot estimate key objects of interest, while default procedures for inference are often misleading, making magnitudes of identified effects impossible to quantify. This project will develop methods to overcome these limitations for many econometric models, and apply them to important models in health economics and international trade. Such improvements are expected to reduce risk in public decision-making, resulting in better and more effective policies.Read moreRead less
Micro-panel data with non-linear error components. This project aims to develop methods for panel data models with heterogeneous marginal effects and discrete choice outcomes, controlling for unobserved common factors and nonlinear error components; and apply the methodologies to analyse alcohol-fuelled violence and drug-related harm in Australia. The project lies at the forefront of advances in econometrics, and the outcomes are expected to broaden and deepen Australia’s knowledge base. Empiric ....Micro-panel data with non-linear error components. This project aims to develop methods for panel data models with heterogeneous marginal effects and discrete choice outcomes, controlling for unobserved common factors and nonlinear error components; and apply the methodologies to analyse alcohol-fuelled violence and drug-related harm in Australia. The project lies at the forefront of advances in econometrics, and the outcomes are expected to broaden and deepen Australia’s knowledge base. Empirical outcomes should inform and evaluate evidence-based policy interventions for crime prevention, and influence policy making about public transport and economic growth.Read moreRead less
Bayesian Analysis of Treatment Effects in Experiments with Imperfect Compliance. This research has a potential to benefit society by providing methods to evaluate the effectiveness of medical treatments and socio-economic and health related interventions and policies based on experiments with imperfect compliance. The proposed methods are directly relevant to the second national research priority, as they can be used to test potential measures for preventative health care and to evaluate measure ....Bayesian Analysis of Treatment Effects in Experiments with Imperfect Compliance. This research has a potential to benefit society by providing methods to evaluate the effectiveness of medical treatments and socio-economic and health related interventions and policies based on experiments with imperfect compliance. The proposed methods are directly relevant to the second national research priority, as they can be used to test potential measures for preventative health care and to evaluate measures for strengthening Australia's social and economic fabric. The usefulness of our methods is demonstrated in the analysis of the effectiveness of a training program for the unemployed in alleviating negative mental health effects from job loss.Read moreRead less
Analysis of Drug Consumption in Australia Using New Microeconometric Techniques for Unit Record Data. The consumption of licit and illicit recreational drugs and its adverse health, social and economic effects are everyday topics in Australian society. Much debate has surrounded government drug policies implemented through education, legislation and taxation. This study will provide comprehensive empirical knowledge of Australians' consumption of alcohol, tobacco, prescription drugs for non-med ....Analysis of Drug Consumption in Australia Using New Microeconometric Techniques for Unit Record Data. The consumption of licit and illicit recreational drugs and its adverse health, social and economic effects are everyday topics in Australian society. Much debate has surrounded government drug policies implemented through education, legislation and taxation. This study will provide comprehensive empirical knowledge of Australians' consumption of alcohol, tobacco, prescription drugs for non-medical purpose, and illicit drugs such as heroin and cocaine. It will help identify social, economic and demographic determinants of drug consumption, information which is invaluable for targeting drug policies and education programs. New microeconometric techniques will also be developed that have wide application in other fields.Read moreRead less
Threshold models in micro-econometrics with applications to empirical models of health. The aim of this project is to develop and apply new statistical approaches to endogenously identify non-linear relationships between explanatory variable(s) and the response variable in non-linear econometric models and to illustrate these with applications important to empirical health economics. Literature proliferates in linear models with non-linear effects, but in health economics non-linear models domin ....Threshold models in micro-econometrics with applications to empirical models of health. The aim of this project is to develop and apply new statistical approaches to endogenously identify non-linear relationships between explanatory variable(s) and the response variable in non-linear econometric models and to illustrate these with applications important to empirical health economics. Literature proliferates in linear models with non-linear effects, but in health economics non-linear models dominate. This project will generalise these techniques to allow for various forms of the threshold variable(s), including categorical and continuous, endogenous and exogenous, and those measured with error.Read moreRead less
An Econometric Analysis of Labour Market, Health and Educational Consequences of Cannabis Use. This research will provide comprehensive empirical knowledge about the linkages between cannabis use, health, education, employment and earnings in Australia. Understanding these linkages is important because although cannabis is a commonly used drug, it is unclear how its use impacts on these important aspects of overall wellbeing and productivity. The knowledge gained from this research will contrib ....An Econometric Analysis of Labour Market, Health and Educational Consequences of Cannabis Use. This research will provide comprehensive empirical knowledge about the linkages between cannabis use, health, education, employment and earnings in Australia. Understanding these linkages is important because although cannabis is a commonly used drug, it is unclear how its use impacts on these important aspects of overall wellbeing and productivity. The knowledge gained from this research will contribute towards designing policies that encourage Australians to make choices that lead to positive pathways, so that they may achieve healthy lifetime outcomes. Productive and healthy outcomes for individuals will contribute to healthy economic outcomes for Australia.Read moreRead less
Partial Identification of Treatment Effects in Binary Response Models with Applications in Health Economics. The broad objectives of this project are to study the issues of partial identification in the context of models involving binary endogenous treatment variables and binary outcomes, and to investigate the implications for econometric estimation of policy effects in empirical economics. Identified sets for treatment effects for several Australian health economic applications will be estimat ....Partial Identification of Treatment Effects in Binary Response Models with Applications in Health Economics. The broad objectives of this project are to study the issues of partial identification in the context of models involving binary endogenous treatment variables and binary outcomes, and to investigate the implications for econometric estimation of policy effects in empirical economics. Identified sets for treatment effects for several Australian health economic applications will be estimated and compared with conventional point identified estimates. Performance of alternative bound estimators will be examined and particular attention given to the issue of the weakness of the instruments and the size of the bounds. The new theoretical developments in this literature have significant implications for empirical economics.Read moreRead less
An investigation of illicit tobacco use - its prevalence, economic impact and the motivations and perceptions of consumers. Black market tobacco costs the Australian government at least $450 million in lost taxes per annum. Little is known about the prevalence and economics of illicit tobacco use, or the motivations, attitudes and perceptions of consumers. Using a national telephone survey of licit and illicit tobacco consumers, we will investigate their economic thresholds, decision-making pr ....An investigation of illicit tobacco use - its prevalence, economic impact and the motivations and perceptions of consumers. Black market tobacco costs the Australian government at least $450 million in lost taxes per annum. Little is known about the prevalence and economics of illicit tobacco use, or the motivations, attitudes and perceptions of consumers. Using a national telephone survey of licit and illicit tobacco consumers, we will investigate their economic thresholds, decision-making processes, and perceptions of health effects. Our work will lead to improved supply and demand reduction measures for illicit tobacco, and enable development of appropriately targeted health promotion strategies, generating enduring benefit to Australia's economy and public health. Read moreRead less