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Quantifying Health Shocks Over the Life Cycle

Taiyo Fukai, Hidehiko Ichimura, Kyogo Kanazawa

arXiv 26 Jan 2018 · Econometrics · 1 citations (OpenAlex)

arXiv:1801.08746 · PDF · DOI · OpenAlex · Extracted main text

Abstract

We first show (1) the importance of investigating health expenditure process using the order two Markov chain model, rather than the standard order one model, which is widely used in the literature. Markov chain of order two is the minimal framework that is capable of distinguishing those who experience a certain health expenditure level for the first time from those who have been experiencing that or other levels for some time. In addition, using the model we show (2) that the probability of encountering a health shock first de- creases until around age 10, and then increases with age, particularly, after age 40, (3) that health shock distributions among different age groups do not differ until their percentiles reach the median range, but that above the median the health shock distributions of older age groups gradually start to first-order dominate those of younger groups, and (4) that the persistency of health shocks also shows a U-shape in relation to age.

Citation extraction

47
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64
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appendix boundary found by appendix_titled_section at “Appendix” · 97% of the source is main text. Read the extracted text to check this.

Most heavily cited references

The works this paper leans on most, across its whole bibliography — not restricted to papers in our corpus. Ranked by composite intensity, which combines how often a work is mentioned, how many sections mention it, and how much of that falls in the main text rather than the appendix.

ReferenceIntensityMentionsSectionsMain text
1Capatina (2015) Life-cycle Effects of Health Risk0.84333100%
2Attanasio, Kitao and Violante (2010) Financing Medicare: A General Equilibrium Analysis0.64422100%
3Hansen, Hsu and Lee (2014) Health Insurance Reform: The Impact of a Medicare Buy-in0.64422100%
4Hall and Jones (2007) The Value of Life and the Rise in Health Spending0.64422100%
5Hubbard, Skinner and Zeldes (1995) Precautionary Saving and Social Insurance0.64422100%
6Pashchenko and Porapakkarm (2013) Quantitative Analysis of Health Insurance Reform: Separating Regulation from Redistribution0.64422100%
7Palumbo (1999) Uncertain Medical Expenses and Precautionary Saving Near the End of the Life Cycle0.64422100%
8Scholz, Seshadri and Khitatrakun (2006) Are Americans Saving "Optimally" for Retirement?0.64422100%
9Yogo (2016) Portfolio Choice in Retirement: Health Risk and the Demand for Annuities, Housing, and Risky Assets0.64422100%
10Cohen and Yu (2012) Statistical Brief# 354: The Concentration and Persistence in the Level of Health Expenditures Over Time: Estimates for the U.S.…0.51121100%

Showing the top 10 of 47 scored citations.