I’d guess that increasing pin count will probably tend to increase energy efficiency, all else held equal.

You need to pull the voltage up and down more quickly to run at a higher frequency clock if you want to move a comparable amount of data over a small number of channels than over many parallel channels.

That means more loss of electrical energy to heat from capacitive reactance.

The more you can do in parallel at a slower frequency, the less you run into problems there.