Many companies leverage data professionals in different business functions. Despite their popularity, these roles typically take twice as long to fill as similar jobs. In this talk, I will discuss how TapRecruit uses data to understand which ‘common-sense’ judgements hurt hiring teams looking for data professionals in competitive talent markets.