Which is more efficient: A much larger than needed step-down voltage converter, or one rated closer to the actual load?
It's impossible to make any general statements about the relative efficiency of the two converters at different power levels. It depends very much on their actual design.

You would have to actually test both converters with dummy loads, measuring both input and output power.