The Free Lunch Is Over – A Fundamental Turn Toward Concurrency in Software

This is from 2005 with graphs updated in 2009.

There are more mainstream or almost mainstream languages supporting concurrency now than in 2005 but it's still a long way from using parallel algorithms everywhere. One reason is that it's hard. Perhaps the only technique that got really popular is map reduce.