Our methodology

Clear formulas, documented assumptions and visible limitations.

Calculations

The calculators rely on data entered by the user. Ratio tools use direct mathematical formulas.

Estimates

When an amount is estimated, we prefer a range or an adjustable assumption rather than presenting a result as certain.

Maintenance

Content tied to platform rules is reviewed periodically before final publication.

Source hierarchy

When a rule depends on Instagram, TikTok, YouTube, Google or another platform, we prioritize official documentation. For market data, we look for a primary source or, when that is unavailable, a publication that clearly describes its method and date. Forums, anecdotes and unsourced averages may reveal useful questions, but repetition alone does not turn them into facts.

Facts, formulas and assumptions

We separate three levels. A sourced fact must be attributable. A formula should be reproducible from the same inputs. An assumption should be visible and editable, such as a scenario RPM or production cost. This prevents readers from mistaking a simulation for an official number.

Review and corrections

Topics that can change are dated and should be rechecked. A material correction should update the content, modification date and structured data when relevant. Translated pages must preserve the same factual logic as the source and must not invent local statistics that were not verified.

Calculator limitations

Tools perform calculations from user inputs. They do not predict guaranteed revenue, official rates or campaign outcomes. Contractual, tax or legal decisions require the relevant documents and qualified professional advice.