Label Encoding: The Simple Trick That's Either Genius or Disaster Depending on One Question

Red becomes 0, Blue becomes 1, Green becomes 2. Simple! But now your model thinks Green is twice as good as Blue. Sometimes that's fine. Sometimes it's catastrophic. Here's the one question that determines which.