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Author: Галина Бесстремянная Publisher: Litres ISBN: 5040709005 Category : Medical Languages : en Pages : 25
Book Description
The paper exploits panel data finite mixture (latent class) models to measure consumer equity in healthcare access and utilization. The finite mixture approach accounts for unobservable consumer heterogeneity, while generalized linear models address a retransformation problem of logged dependent variable. Using the data of the Japan Household Panel Survey (2009–2014), we discover that consumers separate into latent classes in the binary choice models for healthcare use and generalized linear models for outpatient/inpatient healthcare expenditure. The results reveal that healthcare access in Japan is pro-poor for the most sick consumers, while utilization of outpatient care is equitable with respect to disposable income.
Author: Галина Бесстремянная Publisher: Litres ISBN: 5040709005 Category : Medical Languages : en Pages : 25
Book Description
The paper exploits panel data finite mixture (latent class) models to measure consumer equity in healthcare access and utilization. The finite mixture approach accounts for unobservable consumer heterogeneity, while generalized linear models address a retransformation problem of logged dependent variable. Using the data of the Japan Household Panel Survey (2009–2014), we discover that consumers separate into latent classes in the binary choice models for healthcare use and generalized linear models for outpatient/inpatient healthcare expenditure. The results reveal that healthcare access in Japan is pro-poor for the most sick consumers, while utilization of outpatient care is equitable with respect to disposable income.
Author: Ulf Gerdtham Publisher: ISBN: Category : Languages : en Pages : 0
Book Description
This paper reconsiders the equity issue in Swedish health care utilisation previously analyzed by Gerdtham (Health Economics 6, 303-319, 1997) within the framework of the standard two-part model. Departing from the user/nonuser distinction, we use the more flexible framework of the finite mixture model that distinguishes between frequent/infrequent users. Our empirical results indicate that the finite mixture model fits the data better than the two-part model. The results indicate that income increases use among infrequent users in both physician and hospital care but that there is no such income effect among frequent users.
Author: Ebru Çağlayan Akay - Merve Ertok Onurlu Publisher: Holistence Publications ISBN: 6258048269 Category : Business & Economics Languages : en Pages : 294
Book Description
Health is one of the most crucial parts of our lives. To a great degree, factors such as living conditions, income, education, age, or even relations with our environment, health-related policies and access to health services might have a potential impact on health-related outcomes. Therefore, it is important to evaluate to what extent our health is affected by such factors using econometric and quantitative techniques. The application of such methods within the scope of health-related problems provides a more robust approach to individuals along with policymakers and increases the efficiency of government policies. This book gathers selected studies addressing both quantitative economic and econometric applications within the scope of health with the intention of aiming at the graduate and post-graduate students, researchers and academics of econometrics, economics and related social sciences. The book consists of ten chapters. The last chapter is a special chapter allocated to “Young Researchers” in order to support and encourage their studies.
Author: Andrew M. Jones Publisher: Routledge ISBN: 1134152361 Category : Business & Economics Languages : en Pages : 355
Book Description
Large-scale survey datasets, in particular complex survey designs such as panel data, provide a rich source of information for health economists. They offer the scope to control for individual heterogeneity and to model the dynamics of individual behaviour. However the measures of outcome used in health economics are often qualitative or categorical. These create special problems for estimating econometric models. The dramatic growth in computing power over recent years has been accompanied by the development of methods that help to solve these problems. This book provides a practical guide to the skills required to put these techniques into practice. This book illustrates practical applications of these methods using data on health from, among others, the British Health and Lifestyle Survey (HALS), the British Household Panel Survey (BHPS), the European Community Household Panel (ECHP) and the WHO Multi-Country Survey (WHO-MCS). Assuming a familiarity with the basic syntax and structure of Stata, this book presents and explains the statistical output using empirical case studies rather than general theory. Never before has a health economics text brought theory and practice together and this book will be of great benefit to applied economists, as well as advanced undergraduate and post graduate students in health economics and applied econometrics.
Author: Geoffrey McLachlan Publisher: John Wiley & Sons ISBN: 047165406X Category : Mathematics Languages : en Pages : 419
Book Description
An up-to-date, comprehensive account of major issues in finitemixture modeling This volume provides an up-to-date account of the theory andapplications of modeling via finite mixture distributions. With anemphasis on the applications of mixture models in both mainstreamanalysis and other areas such as unsupervised pattern recognition,speech recognition, and medical imaging, the book describes theformulations of the finite mixture approach, details itsmethodology, discusses aspects of its implementation, andillustrates its application in many common statisticalcontexts. Major issues discussed in this book include identifiabilityproblems, actual fitting of finite mixtures through use of the EMalgorithm, properties of the maximum likelihood estimators soobtained, assessment of the number of components to be used in themixture, and the applicability of asymptotic theory in providing abasis for the solutions to some of these problems. The author alsoconsiders how the EM algorithm can be scaled to handle the fittingof mixture models to very large databases, as in data miningapplications. This comprehensive, practical guide: * Provides more than 800 references-40% published since 1995 * Includes an appendix listing available mixture software * Links statistical literature with machine learning and patternrecognition literature * Contains more than 100 helpful graphs, charts, and tables Finite Mixture Models is an important resource for both applied andtheoretical statisticians as well as for researchers in the manyareas in which finite mixture models can be used to analyze data.
Author: Jonathan Cylus Publisher: Health Policy ISBN: 9789289050418 Category : Medical Languages : en Pages : 264
Book Description
In this book the authors explore the state of the art on efficiency measurement in health systems and international experts offer insights into the pitfalls and potential associated with various measurement techniques. The authors show that: - The core idea of efficiency is easy to understand in principle - maximizing valued outputs relative to inputs, but is often difficult to make operational in real-life situations - There have been numerous advances in data collection and availability, as well as innovative methodological approaches that give valuable insights into how efficiently health care is delivered - Our simple analytical framework can facilitate the development and interpretation of efficiency indicators.
Author: Juan Gabriel Rodríguez Publisher: Emerald Group Publishing ISBN: 1780520344 Category : Business & Economics Languages : en Pages : 259
Book Description
Eight papers, both theoretical and applied, on the concept of equality of opportunity which says that a society should guarantee its members equal access to advantage regardless of their circumstances, while holding them responsible for turning that access into actual advantage by the application of effort.
Author: William A. Haseltine Publisher: Brookings Institution Press ISBN: 0815724160 Category : Business & Economics Languages : en Pages : 198
Book Description
"Today Singapore ranks sixth in the world in healthcare outcomes well ahead of many developed countries, including the United States. The results are all the more significant as Singapore spends less on healthcare than any other high-income country, both as measured by fraction of the Gross Domestic Product spent on health and by costs per person. Singapore achieves these results at less than one-fourth the cost of healthcare in the United States and about half that of Western European countries. Government leaders, presidents and prime ministers, finance ministers and ministers of health, policymakers in congress and parliament, public health officials responsible for healthcare systems planning, finance and operations, as well as those working on healthcare issues in universities and think-tanks should know how this system works to achieve affordable excellence."--Publisher's website.
Author: Галина Бесстремянная
Author: Галина Бесстремянная
Author: Ulf Gerdtham
Author: Ebru Çağlayan Akay - Merve Ertok Onurlu
Author: Andrew M. Jones
Author: Geoffrey McLachlan
Author: 
Author: Jonathan Cylus
Author: Juan Gabriel Rodríguez
Author: Martin Biewen
Author: William A. Haseltine