The variable that swamps everything in this thread: tyre pressure.
Underinflated tyres cost several percent, they get worse gradually so nobody notices, and roughly half the cars on the road are running low. That is an order of magnitude bigger than the full-versus-empty question and it is free to fix.
If the conversation at the weekend was really about saving fuel rather than about being right, that is where the answer was.