I found this site a while back - basically it will ask you a bunch of questions on your usage of your PC, and will came out with a list of recommended distros, and a list of reasons why YOU could like or not like it.
There are some similar sites to this one, but since I’m not familiar with them, I won’t post them. They are simply DuckDuckGo-able though.
I appreciate distro chooser but I’d never recommend a newbie to use it. This just increases their choice paralysis, I chose beginner options and got recommended: Linux Mint, ZorinOS, Kubuntu, Lubuntu, Ubuntu, PCLinuxOS, elementary OS, Xubuntu, Ubuntu MATE, Pop!_OS…
And all of them had pretty much the same check marks. They’re good recommendations but this doesn’t answer the question, people will just look at the list and say “Okay… Which distro do I choose?”