The communication overhead should not be constant - it should be proportional to the scope of responsibility.
As a full time senior engineer I’m responsible for oversight and guidance on three separate work-streams, so I have to go to all their meetings. If I were part time then I could be involved in just one of them, and go to only those meetings.