I think the design of the bus is also important .
I commute in the UK on a bus that only has a front door and the driver sells the ticket or check the passes when you board, I say Hi and thanks everyday I get on and off

last time I was in Zurich I bought my ticket from a machine on the platform and boarded and alighted the bus through either the middle or rear door and didn’t interact with the driver at all.