Wouldn't it be nice if policy changes were accompanied by an A/B testing plan to evaluate their impact? I have always thought so.
I have also seen a major pitfall of A/B testing that real humans can hand-pick and slice data to make it sound as positive or negative as wanted. Nonetheless, the more data the better.
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