It's more like over-lapping rather than parallel. Your miner's power gets applied to all your pool/p2pool's auxpow chains damn near 100%.

So having 1 miner, running on 4 auxpow chains would effectively be the same as 4 miners running normally on each of the 4 blockchains.

This is handy for so many reasons.