“A silent-UGC preparation vlog you can use to grow an education app - it establishes relatable student anxiety before showing aesthetic folder prep and flashcard setup as the resolution.”

An outlier is a post that beats the account's own baseline, and this silent ugc one did by 8x - 163K views where a normal post on the account lands near 20K. Reach on that scale is a signal about the post, not the audience size, which is exactly why Handler pulls it into the library instead of letting it scroll past.

The product behind the post is Gizmo (flashcard app). Pull came in at 5/5, 17.9% on the weighted scale - Handler's read on saves, shares, and comments, with saves and shares counted heaviest because they are the actions that carry a post into new feeds rather than just marking approval.

Underneath the two scores sit the actual counts - 23K likes, 38 comments, 754 shares, and 910 saves - the raw engagement Handler reads to place the post in its niche.

Its 163K views run about 1.2x the median of recent education outliers in the library. That reach multiple ranks in the top 84% of the 802 education outliers we currently track. Its Pull score sits in the top 54% of that same set.

Likes led the raw counts, though saves and shares are what move Pull hardest. Silent UGC makes up 24% of recent education outliers in the library.