If they're not removing obvious frauds in these numbers, they'll be the target of shareholder class action lawsuits. In general, numbers published by big corporations tend to be reasonably sourced due to this reason - gotchas tend to more subtle.
Privately held company numbers on the other hand are generally much more suspect (Uber before IPO, Snap before IPO, We work, Theranos...)