Obviously not.
The goal is to measure people's results. It might occasionally take a relatively-long time to find a seemingly-simple solution. But if an engineer /always/ takes a long time to find every solution, and upon inspection the problems were not actually difficult, then you most likely have a low-productivity engineer on your hands.