Two essays on effect of general health checks and self-selection bias = 건강검진의 효과와 자기선택편의에 관한 두 논문

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General health checks have long been a fundamental part of preventive medicine in many countries. This dissertation consists of two essays focusing on measuring the effect of general health checks on various health outcomes, using a large 12-year panel dataset provided by the Korean National Health Insurance Service. First essay proposes an empirical approach which jointly models the behavior to obtain general health check and healthcare utilization, with accounting the self-selection problem by using the eligibility to obtain the general health check for free as an instrumental variable. Correlations between the behavior in taking the first health check and the healthcare utilizations are modeled to address the self-selection issue in observational studies. We find that participation in the general health check increases healthcare utilization and ignored self-selection generates substantial upward bias in the estimates. We also find that the health check effect shows remarkable heterogeneity across gender and income groups. Second essay examines the effect of undergoing general health checks on the treatments of two chronic diseases, diabetes and hypertension. To account for the self-selection problem of participating general health checks, we apply a bivariate probit model with an instrumental variable, leveraging the exogenous variations in the eligibility for free general health checks. We find that a significant self-selection bias exists and the effects of general health checks on detecting two chronic diseases are substantially overestimated if ignored. We also find that self-selection biases are more severe for people with high income and that general health checks are effective in detecting the two chronic diseases among people with low income.
Advisors
Jun, Duk Binresearcher전덕빈researcher
Description
한국과학기술원 :경영공학부,
Publisher
한국과학기술원
Issue Date
2019
Identifier
325007
Language
eng
Description

학위논문(박사) - 한국과학기술원 : 경영공학부, 2019.2,[iv, 70 p. :]

Keywords

General health check▼aself-selection bias▼ahealthcare utilization▼ainstrumental variables▼adiabetes▼ahypertension; 건강검진▼a자의선택편의▼a의료 서비스 사용▼a도구변수▼a당뇨병▼a고혈압

URI
http://hdl.handle.net/10203/264448
Link
http://library.kaist.ac.kr/search/detail/view.do?bibCtrlNo=844680&flag=dissertation
Appears in Collection
MT-Theses_Ph.D.(박사논문)
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