beta

Comments are weighted more than likes by the algorithm.

inconclusive

the sample is too thin to read

Held 24 days · Never changed on record

agrees on 1 of 4 pooled public channels · disagrees on 1 · inconclusive on 1

What the check does

For videos with comparable view counts, regress impression-rate-after-day-7 on (comments per view) and (likes per view) separately. Agrees if |β_comments| > 2 × |β_likes|.

The reading

13 measured

Checked on 13 videos ·

How the verdict has moved

First checked Aug 22, 2026; the verdict has not moved since.

Where the belief comes from

Various creator coaching.

Checked against

Every figure on this page is checked against @iamartharrison’s tracked data, through Sep 14, 2026. The tally above reads 4 pooled public channels’ files.

Keep reading

The rest of the record

This belief sits in a ledger of fifty, each one re-checked every day. These surfaces carry the rest of it.