Not everyone who can talk about “entropy loss” has the engineering skills to back it up. And not every hiring manager knows the difference between clickers and coders. Companies are having a notoriously hard time hiring data scientists, and it’s partly a self-created problem. Employers badly in need of data scientists don’t always understand exactly what a data scientist is.