> This almost makes it sound as if increasing to N cores will increase the ops by N * rows per second. But it won't, not even close, not when you are reading from the same hard drive/SSD card. If you are basing your calculation on max I/O output, then additional CPU cores will make little to no difference or worse would decrease performance.
In practice for plans involving seqscans and such you'll very commonly hit CPU bottlenecks before you hit IO limitations. Especially if you aggregate with a few aggregates. We (the pg community) are working on making that less of a bottleneck, but it's still a common occurrence.
The point here is that you have multiple constraints, including IO and CPU, and you can roughly calculate which ones you'll hit first.