title Factor

Viewer Promise

What the title implicitly promises the viewer will get from watching. Every click is an exchange — the viewer gives their time and the title tells them what they'll receive in return.

Different promise types attract different audience segments and affect watch time. Revelation promises ('I'll show you what they don't want you to see') drive the highest click-through rates. Information promises drive longer watch times. Entertainment promises get shared most.

Each value below shows two numbers when available: Regular/Shorts is the effect on a typical video, and Top 10% is the effect on videos in the top 10% of views (from a quantile regression). Use the Top 10% column to see factors that disproportionately help videos that go big.

Other

Regular +203% Top 10% +32% SIGNIFICANT p = 0.008 · vs. average

Revelation

Regular +25% Shorts +27% Top 10% +74% SIGNIFICANT p = 0.043 · vs. average

The title promises the viewer will discover something hidden, surprising, or suppressed. Creates a sense of privileged access to insider knowledge.

Real examples from the dataset

Information

+0% views not significant p = 1.000 · vs. average

The title promises the viewer will learn something factual and useful. Positioned as educational or explanatory content that makes the viewer smarter.

Real examples from the dataset

Validation

+0% views not significant p = 1.000 · vs. average

The title promises the viewer will feel validated in their existing beliefs. Reinforces their worldview and makes them feel they're on the right side.

Example title

We Were Right About the Border All Along — Here's the Proof

Action

+0% views not significant p = 1.000 · vs. average

The title promises the viewer will know what to do after watching. Frames the video as a guide to taking concrete steps on an issue.

Example title

3 Things You Can Do Right Now to Protect Abortion Access in Your State

Confrontation

Regular +1% Top 10% +9% not significant p = 1.000 · vs. average

Real examples from the dataset

Explanation

Regular +29% Shorts -22% Top 10% +84% not significant p = 1.000 · vs. average

Real examples from the dataset

Outcome

Regular -11% Shorts -5% Top 10% -22% not significant p = 0.159 · vs. average

Real examples from the dataset

None

Regular +3% Top 10% +2% not significant p = 0.355 · vs. average

Real examples from the dataset

Entertainment

Regular -76% Top 10% -72% SIGNIFICANT p = 0.049 · vs. average

The title promises the viewer will enjoy watching — a dramatic confrontation, a satisfying takedown, or a funny moment. The political content is packaged as a show.

Real examples from the dataset