Goal: creating an easy workflow to generate good-enough, machine-actionable YSPH publication data The output needs to allow users to see total publications, first-author publications, and last-author publications for a given YSPH author in a year. The workflow needs to facilitate self-service. The data quality needs to be similar to that of the Faculty Affairs Qualtrics data.