Here's a use case you don't hear about often - computational fluid dynamics. If that's something relevant to you, Linux has you covered with OpenFOAM!
https://fedoramagazine.org/use-openfoam-to-solve-computational-fluid-dynamics-problems/
@fedora Finally, I can have a bubble bath without Big Foam getting in the way /j