title Factor

Emoji

Whether the title contains any emoji character (excluding pure punctuation). Specific emoji types (flag, urgency) are tracked separately.

Emoji are visually distinctive in browse feeds and signal platform-native engagement. They tend to skew younger and more social-media-native audiences. Effect varies sharply by specific emoji — a flag emoji codes as patriotic, a fire emoji codes as informal/youth — so the generic 'has_emoji' binary captures the broad effect while specific emoji binaries refine.

Regular Videos
+50%
trend only
Shorts
-7%
trend only
Top 10% Video
-30%
trend only

Average Video is the effect on a typical video. Top 10% Video is the effect on the videos that broke out (top decile of views) — so you can see whether a factor helps most videos a little, or pushes the top performers much higher.

When present

The title contains at least one emoji.

Videos with this factor

2K views

When absent

The title uses no emoji.

Videos without this factor