It can be simple, you don’t have to understand why something is wrong to know that it’s wrong. They magically know it’s the capacitor because it’s the usual suspect, and they usually look swollen (the capacitor not necessarily the youtuber). Common problems are common, which is why youtube is pretty great because somene has probably had the same problem and posted the fix.