When looking for data science jobs it's nice to know from the prospective hire side that your skills will be used well. Coming into a job only to find out you're way overqualified can be a downer, particularly in a field where you need to keep your teeth sharp. I think the same goes for programming - imagine finding out on your first day you'll just be doing user testing and not writing any code.