it is mostly just a math/logic contest, with the benefit that you can get the result on the fly, and maybe cheese some problems without rigourous proof

or you can look at other form of competitive programming, like heuristic contest, that would teach you how to use baseline, run tests, adapt strategies based on given data

no one consider a time limited contest (hours to maybe days) same as engineering job, they do this for the fun of it