I'm prepared to argue that a data scientist who doesn't apply this level of rigor to their work is almost certainly doing a bad job, though they may deliver res

I'm prepared to argue that a data scientist who doesn't apply this level of rigor to their work is almost certainly doing a bad job, though they may deliver results that are good from moment to moment. The key differences is how traceable and repeatable the process is.