What Would Make You Trust a Prop Firm's Publicly Reported Statistics?

A firm may publish passing rates, payout figures, or the number of active traders. What context would you need before deciding whether those numbers are meaningful? Would definitions, reporting periods, independent verification, or a breakdown by product make the biggest difference?