How Data Security Concerns Can Hinder Natural Experiment Research: Background and Potential Solutions

数据安全问题如何阻碍自然实验研究:背景及潜在解决方案

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Abstract

Health economists conducting cancer-related research often use geocoded data to analyze natural experiments generated by policy changes. These natural experiments can provide causal interpretation under certain conditions. Despite public health benefit of this rigorous natural experiment methodology, data providers are often reluctant to provide geocoded data because of confidentiality concerns. This paper provides an example of the value of natural experiments from e-cigarette research and shows how this research was hindered by security concerns. Although the tension between data access and security will not be resolved overnight, this paper offers 3 recommendations: 1) provide public access to aggregated data at area levels (eg, state) where possible; 2) approve projects with enough time to allow for publication in journals with lengthy peer-review times; and 3) improve communication and transparency between data providers and the research community. The Foundations for Evidence Based Policymaking Act of 2018 also presents a unique opportunity for improving the ability of researchers to use geocoded data for natural experiment research without compromising data security.

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