Frameworks · Craft · 191

Package it, then let the audience vote

The winner is watch time, not clicks. Test again before it becomes a rule.

SEWe reviewed the research on it.Content that people actually watch

Hand-drawn diagram of framework 191, Package it, then let the audience vote: The winner is watch time, not clicks. Test again before it becomes a rule.
Framework 191 · in one look
How to use it

Write ten or more titles and three very different thumbnail concepts per video, and A/B test them. The winner is the one with the most watch time, not clicks. Don't turn one test into a rule; repeat tests flipped about a quarter of the time.

How sure we are

S Evidence: strong. Large trials or many studies, pointing the same way.

E Evidence: built from practice. What works for coaches and practitioners. Labelled that way.

Sources

Hagar et al. 2021 (141,000 newsroom tests) · Gligorić et al. 2023 · YouTube's documentation.

Not medical, legal or financial advice.

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