Methodology

TikTok creators: CalculateCreator provides directional estimates, not guarantees. This page explains how we build calculator assumptions, how we evaluate source quality, how often we refresh ranges, and what limitations users should expect when using outputs for planning decisions.

1. Intent-first modeling

We design each tool around a specific user question, such as "What is my RPM?" or "How much can I earn from this revenue stream?" Inputs are chosen to be practical and interpretable, then mapped to formula steps that users can understand. We avoid opaque black-box scoring models that produce a number without context.

2. Assumption sourcing

Assumptions are assembled from public platform documentation, creator-reported ranges, benchmark archives, and market observations. We treat source quality as a spectrum and do not present anecdotal evidence as deterministic fact. Where uncertainty is high, we widen estimate ranges rather than overstate precision.

We also normalize terminology across pages so metrics are consistent. For example, RPM is labeled RPM throughout rather than mixing labels across sections.

3. Formula and QA workflow

Our workflow runs in four stages: research, formula drafting, editorial and logic review, then publication. During review, we test boundary values, unit consistency, formatting behavior, and explanation clarity. We also verify that pages include assumptions and methodological context so users can interpret output responsibly.

High-impact formula changes are tested before publication. If an issue is reported after release, we run a correction cycle and update affected pages.

4. Refresh cadence

We review assumptions weekly and prioritize updates where platform changes or market behavior materially affect outcomes. Not all pages update at the same cadence, but trust and policy pages carry explicit update dates. We prefer revising stale assumptions over preserving legacy copy for convenience.

5. Limitations and uncertainty

Creator economics are dynamic. A model can be directionally useful even when exact payouts differ in production. We therefore frame results as ranges and scenarios, especially where volatility is known. Users should incorporate their own actual results, negotiation constraints, and channel-specific context before making financial commitments.

6. Privacy by design

Calculator inputs are intended to stay in your browser for calculation. We avoid requiring account creation for core tools and emphasize transparent data handling in our trust pages. Privacy details are documented in our Privacy Policy.

7. Contact and corrections

If you find a suspect assumption or formula behavior, send the URL and issue details to contact@calculatecreator.com. Our correction process is documented in the Editorial Policy.

8. Version visibility

When assumption logic changes materially, we update related trust pages and refresh affected calculators so users can review the latest model context in one pass. We encourage readers to check Last Updated markers and methodology links before relying on estimates for contracts, staffing, or budgeting decisions.

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