{"title":"The Effects of Cost Sharing on Cancer Screening and Price Shopping: Evidence from the Affordable Care Act","authors":"C. Whaley","doi":"10.2139/ssrn.3264607","DOIUrl":null,"url":null,"abstract":"Colorectal cancer is the second leading cause of cancer-related mortality, but the cost-sharing environment for colonoscopies, the preferred form of screening, is complex. This paper combines a machine learning-based double-selection algorithm to perform principled covariate selection with differential exposure to the Affordable Care Act’s requirement that insurers fully cover cancer screening services as an instrumental variable to estimate the effect of cost sharing on colonoscopy utilization and price-shopping. The reduced form results show that the ACA’s requirements increased the use of colonoscopies by 1.7% and the IV results imply a price elasticity of 0.09. I do not find a price shopping response.","PeriodicalId":19714,"journal":{"name":"Oncology eJournal","volume":"34 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2018-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Oncology eJournal","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2139/ssrn.3264607","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
Colorectal cancer is the second leading cause of cancer-related mortality, but the cost-sharing environment for colonoscopies, the preferred form of screening, is complex. This paper combines a machine learning-based double-selection algorithm to perform principled covariate selection with differential exposure to the Affordable Care Act’s requirement that insurers fully cover cancer screening services as an instrumental variable to estimate the effect of cost sharing on colonoscopy utilization and price-shopping. The reduced form results show that the ACA’s requirements increased the use of colonoscopies by 1.7% and the IV results imply a price elasticity of 0.09. I do not find a price shopping response.
结直肠癌是癌症相关死亡的第二大原因,但结肠镜检查的费用分摊环境是复杂的,结肠镜检查是首选的筛查形式。本文结合了基于机器学习的双重选择算法来执行原则性的共变量选择,并对《平价医疗法案》(Affordable Care Act)的要求进行差异暴露,该法案要求保险公司完全覆盖癌症筛查服务,作为评估成本分摊对结肠镜检查使用率和价格购物的影响的工具变量。简化形式的结果表明,ACA的要求使结肠镜检查的使用增加了1.7%,IV结果意味着价格弹性为0.09。我没有发现价格购物的回应。