I really like this[1] talk from DHH on the subject, where he talks about the misconception of many programmers that we are doing science rather than something creative. While laced with hyperbolic statements it is at the very least thought provoking on some of the things that we do as developers.

1: https://www.youtube.com/watch?v=9LfmrkyP81M