Does the amp wattage make a big difference?

.......on planer or speakers like Infinity RS 1-B's?

I am considering the ARC vt 200MK1. I now have the VT 100 mkll. My listening levels are average and some tell me too low. Is the wattage in the amp truly a major factor in the sound of the speakers??