It converts your ES6 code into Javascript that can run on all browsers. It's how you can get advanced Javascript features before the browsers fully implement them. Look up Babel.
I agree to an extent, but any modern transpired should also emit source maps which should shield most people from needing to look st or understand the "low level" generated code.