Connect charger to device first or to power first?
Because of the uncertainty of which way round people will connect them, most devices are built such that it doesn't matter.

However, it's possible that if you sample enough devices and chargers, especially ones not meant for each other, especially cheap no-name or unknown brand ones, then you might find one where it matters.