The Coven Girl Gang

How we research and recommend

The evidence hierarchy, comparison method, update rules and limitations behind this publication.

Research begins with the reader's decision, not a product list. We define the question, identify what could cause harm if wrong, prefer primary evidence and show the reasoning that turns facts into practical guidance.

Our sequence

  1. Define the audience, decision and exclusions.
  2. List time-sensitive and high-risk claims.
  3. Find current official or first-party evidence.
  4. Check competing explanations and commercial incentives.
  5. Create original utility such as a worksheet, script or calculator.
  6. Review wording, links, dates, disclosures and accessibility.

Recommendations

Selection criteria should match the use case and be visible. A commercial relationship never converts a weak fit into a recommendation. When hands-on testing is relevant, the article states what was tested and when; otherwise it does not imply testing.

Uncertainty

We state important limitations and avoid false precision. Programmes, prices, laws and eligibility can change, so readers are directed to the current primary source.