Ask HN: What do you want to see in a data scientist job description?
Practical application of the theory
Whether you mean "remembers sophomore college statistics classes better than most people" or "has done graduate-level research into new analysis techniques and applications" or "knows what buttons to click in Tableau/Excel/PowerBI/Splunk/etc"