ESTIMATING ADVERSE SELECTION AND MORAL HAZARD EFFECTS WITH HOSPITAL INVOICES DATA IN A GOVERNMENT‐CONTROLLED HEALTHCARE SYSTEM
利用克罗地亚一家地区医院的住院服务发票数据，通过三类患者（无补充保险、自购保险、免费获保）的医疗消费差异，分离出逆向选择和道德风险效应，发现20-30岁群体存在有利选择，而所有年龄段均存在显著道德风险。
We use invoices for hospital services from a regional hospital in Croatia to test for adverse selection and moral hazard. There are three categories of patients: with no supplemental insurance, who bought it, and who are entitled to it for free. Our identification procedure relies on the premise that the difference in the observed medical care consumption between the patients who bought the insurance and those entitled to free insurance is caused by pure selection effect, whereas the difference in healthcare consumption between the group that received the free insurance and the group that has no insurance is due to moral hazard. Results show favorable selection for patients in 20- to 30-year-old cohort and significant moral hazard for all age cohorts. The selection effect reverses its sign in older cohorts explained by the differences in risk aversion across cohorts caused by the timing of transition from socialism to market economy.