I’m relatively new to cubing, but my understanding is that at any given speedcubing competition, each competitor competing in a given category receives the exact same scramble. And the scramble is generated by a computer algorithm that helps ensure that it’s not too easy. So when they’re directly competing against each other, it is fair, nobody gets an “easier” scramble.
When it comes to world records, yes, it’s possible that the very best single solve world record might have had an “easier” scramble (I’m not knowledgeable enough to know if it actually was), but cubers typically pay more attention to average solve time over a set number of solves (like 12 solves) in order to help even out the effect of a particularly fast or slow solve.
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