Data Analyst, Data Scientist, ML Engineer, Data Engineer - What's the Difference?

I always thought that the data scientist title was really weird. But to answer your question, it depends on the industry and the history of the company is how people compose teams. So if you're talking about a company that has been around long before computers were even a thing, they're probably not really geared towards thinking about team composition. A lot of those companies are really big. They just have a ton of employees. It's really weird how the sort of separation of powers and distribution or specialization of labor goes hand in hand with that.