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来源类型 | Working Paper |
规范类型 | 报告 |
DOI | 10.3386/w11263 |
来源ID | Working Paper 11263 |
Treatment Effect Bounds: An Application to Swan-Ganz Catheterization | |
Jay Bhattacharya; Azeem Shaikh; Edward Vytlacil | |
发表日期 | 2005-04-18 |
出版年 | 2005 |
语种 | 英语 |
摘要 | We reanalyze data from the observational study by Connors et al. (1996) on the impact of Swan-Ganz catheterization on mortality outcomes. The Connors et al. (1996) study assumes that there are no unobserved differences between patients who are catheterized and patients who are not catheterized and finds that catheterization increases patient mortality. We instead allow for such differences between patients by implementing both the bounds of Manski (1990), which only exploits an instrumental variable, and the bounds of Shaikh and Vytlacil (2004), which exploit mild nonparametric, structural assumptions in addition to an instrumental variable. We propose and justify the use of indicators of weekday admission as an instrument for catheterization in this context. We find that in our application, the Manski (1990) bounds do not indicate whether catheterization increases or decreases mortality, whereas the Shaikh and Vytlacil (2004) bounds reveal that catheterization increases mortality at 30 days and beyond. We also extend the analysis of Shaikh and Vytlacil (2004) to exploit a further nonparametric, structural assumption -- that doctors catheterize individuals with systematically worse latent health -- and find that this assumption further narrows these bounds and strengthens our conclusions. |
主题 | Econometrics ; Estimation Methods ; Health, Education, and Welfare ; Health |
URL | https://www.nber.org/papers/w11263 |
来源智库 | National Bureau of Economic Research (United States) |
引用统计 | |
资源类型 | 智库出版物 |
条目标识符 | http://119.78.100.153/handle/2XGU8XDN/568900 |
推荐引用方式 GB/T 7714 | Jay Bhattacharya,Azeem Shaikh,Edward Vytlacil. Treatment Effect Bounds: An Application to Swan-Ganz Catheterization. 2005. |
条目包含的文件 | ||||||
文件名称/大小 | 资源类型 | 版本类型 | 开放类型 | 使用许可 | ||
w11263.pdf(299KB) | 智库出版物 | 限制开放 | CC BY-NC-SA | 浏览 |
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