Yeah the power consumption scales, to first order, with Vdd^2 (square of power supply voltage) but performance scales with Vdd. Though you cannot simply reduce the Vdd and clock rate and do more pipelining etc to gain back the performance. If you are willing to back off on performance a bit you can gain hugely on power. Plus thermal management of it is more manageable.
