Put glibly:
In science if you know what you are doing you should not be doing it.
In engineering if you do not know what you are doing you should not be doing it.
Of course, you seldom, if ever, see either pure state.

Art of Doing Science and Engineering: Learning to Learn (ed. CRC Press, 2003) - ISBN: 9780203450710