正式与非正式关怀:基于两部分模型的实证贝叶斯分析

Q3 Economics, Econometrics and Finance
Juan Du
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引用次数: 6

摘要

由子女提供给老年人的非正式护理被认为是机构长期护理的一种更便宜的替代方案。本文探讨了老年人的医疗保健消费如何随着他们从子女那里得到的非正式护理的变化而变化。许多早期的研究都忽略了非正式护理的内生性和卫生保健利用数据的复杂性。本文建立了一个两部分模型,将非正式护理作为内生回归因子,并对选择过程施加排除限制。模型采用贝叶斯马尔可夫链蒙特卡罗(MCMC)方法拟合,特别是Gibbs采样器和Metropolis-Hasting算法。通过后验模拟得到了平均处理效果和处理效果的分布。结果显示,非正式照护可替代疗养院照护和住院照护,但对家庭付费照护的平均影响不显著。治疗效果是不均匀的。在密集边际上,最大的替代效应发生在疗养院和医院住院护理。政策分析表明,针对产生最大替代效应的群体的非正式护理政策可能有助于减少政府在医疗补助和医疗保险方面的支出。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Formal and Informal Care: An Empirical Bayesian Analysis Using the Two-part Model
Abstract Informal care provided to the elderly by their children is proposed as a less expensive alternative to institutional long-term care. This paper explores how the elderly's consumption of medical care changes in response to changes in the informal care they receive from their children. Many earlier studies have ignored both the endogeneity of informal care and the complicated nature of health care utilization data. This paper develops a two-part model with informal care treated as an endogenous regressor and imposes exclusion restrictions on the selection process. The model is fitted using the Bayesian Markov Chain Monte Carlo (MCMC) methods, in particular the Gibbs sampler and the Metropolis-Hasting algorithm. The average treatment effects and the distributions of the treatment effects are obtained via posterior simulation. The results indicate that informal care provides a substitute for nursing home care and hospital inpatient care, but it does not affect paid home health care on average. The treatment effects are heterogeneous. The largest substitution effects occur for nursing home and hospital inpatient care at the intensive margin. The policy analysis suggests that informal care policies targeting the group that incurs the largest substitution effect may help to reduce government spending on Medicaid and Medicare.
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来源期刊
Forum for Health Economics and Policy
Forum for Health Economics and Policy Economics, Econometrics and Finance-Economics, Econometrics and Finance (miscellaneous)
CiteScore
1.60
自引率
0.00%
发文量
8
期刊介绍: Forum for Health Economics & Policy (FHEP) showcases articles in key substantive areas that lie at the intersection of health economics and health policy. The journal uses an innovative structure of forums to promote discourse on the most pressing and timely subjects in health economics and health policy, such as biomedical research and the economy, and aging and medical care costs. Forums are chosen by the Editorial Board to reflect topics where additional research is needed by economists and where the field is advancing rapidly. The journal is edited by Katherine Baicker, David Cutler and Alan Garber of Harvard University, Jay Bhattacharya of Stanford University, Dana Goldman of the University of Southern California and RAND Corporation, Neeraj Sood of the University of Southern California, Anup Malani and Tomas Philipson of University of Chicago, Pinar Karaca Mandic of the University of Minnesota, and John Romley of the University of Southern California. FHEP is sponsored by the Schaeffer Center for Health Policy and Economics at the University of Southern California. A subscription to the journal also includes the proceedings from the National Bureau of Economic Research''s annual Frontiers in Health Policy Research Conference. Topics: Economics, Political economics, Biomedical research and the economy, Aging and medical care costs, Nursing, Cancer studies, Medical treatment, Others related.
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