In many cases, math was the tool used to predict the existence.
You don't realize the earth's orbit is elliptical until you make a lot of observations and then attempt to fit a curve to them, a mathematical operation. In modern times our theories of atomic structure have predicted the existence of unknown elementary particles. Experiments based on their predicted features have then demonstrated their existence. Einstein utilized his general relativity to predict the existence of black holes long before they were discovered.
The schools are so busy with social claptrap that they never get around to teaching the stuff that will form the platform for lifetime learning. Nor do they instill the understanding that learning doesn't stop at graduation.
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