In my experience, this is usually because they realise that applying sexy algorithms and generating magic earth-shattering insights is about 2% of the job, and the rest is "boring" stuff like automation, data cleansing, performance at scale, and building and maintaining discipline around sound development practices.

Edited to add: this isn't a diss on them or this phenomenon in general -- it keeps me employed :)