RESEARCH

Research methodology

Research pages are only published as data-backed studies after the underlying sample, definitions, collection process, and limitations are documented. A headline such as 'we analyzed 1,000 channels' should never be published until 1,000 qualifying channels have actually been analyzed.

Minimum research record

  • Research question and inclusion criteria.
  • Sample size and sampling method.
  • Data collection dates.
  • Definitions for every calculated metric.
  • Known limitations and potential sources of bias.

What we will not do

  • Backfill numbers to match a headline.
  • Treat correlation as causation without evidence.
  • Present a client anecdote as an industry benchmark.
  • Hide material exclusions that would change how the reader interprets the result.
Updated 2026-09-12. Sources, methodology, limitations, and material commercial conflicts are disclosed where relevant.