<b>A framework for auditing any creator income claim</b>

<b>A framework for auditing any creator income claim</b>

Thesis: most public income claims can be stress-tested with five questions, and claims that survive all five are rare.

Context. 'I made $X' screenshots dominate creator discourse, yet almost none specify the conditions that make the figure interpretable.

Findings. A consistent audit checklist separates credible from decorative claims:
— Gross or net? Pre-tax, pre-platform-fee, pre-refund figures inflate the headline.
— Period and seasonality? A single Q4 month is not an annual run-rate.
— Selection? Is this the creator's best month or a typical one?
— Replicability? Did it depend on a one-off viral event or a launch?
— Verification? Is there any third-party confirmation, or only a screenshot?

Claims that pass all five — net, annualized, typical, replicable, verified — are uncommon in public discourse, which tells you something about the base rate.

Caveats. The checklist filters obviously weak claims but can't detect sophisticated cherry-picking, and 'typical' is self-assessed by the claimant. It's a credibility screen, not proof.

Implications. Apply the screen before updating your own expectations off someone else's number.

What we still don't know: how often even verified claims generalize beyond the specific creator and moment.