Is Problem Solving Complex or Complicated?

Math educators are on a never ending quest to help students improve their problem solving skills. To succeed on this quest, they must choose between a variety of tools and it can be challenging to determine which are better. So, I wanted to share my take on two main categories I see:

problem solving tools designed for complicated situations
problem solving tools designed for complex situations