Why would this be expected to improve sample quality? You want a random sample, not a non-random piece of a non-random subset. Non-random sampling just introduc

Why would this be expected to improve sample quality? You want a random sample, not a non-random piece of a non-random subset. Non-random sampling just introduces more confounders and makes your sample quality worse.