Certify reproducibility with confidential data

Many government data, such as sensitive information on individuals' taxes, income, employment, or health, are available only to accredited users within a secure computing environment. Though they can be cumbersome to access, such microdata can allow researchers to pursue questions that could not be addressed with only public data (1). However, researchers using confidential data are inexorably challenged with regard to research reproducibility...