I wrote simulation software at a research department previously. 99.8% of the problems were perfect for numpy/pandas and learning a compiled language wasn’t worth it for the 0.2%. If I was to work the same problems again I’d do it in two years when polars has all the good stuff from pandas and I’d learn enough rust to drop down to it for the custom stuff.