I think we all know from experience that working in a big organisation can be stifling.
What I find interesting about it is it's the larger organisations that encourage specialisation. You would think that would increase innovation but it seems to do the opposite. YouTube, GitHub, Whats App, DeepMind, LinkedIn, these companies weren't created by big business, they were bought by them.