Build next month's calendar from data, not vibes

Build next month's calendar from data, not vibes

"Plan a content calendar around themes and trends." Theme-planning is guessing dressed up as strategy. Let your own retention data write the calendar:

— Rank last 90 days of posts by avg watch time.
— Take the top 5; extract the shared format (not topic).
— Allocate 70% of next month to variations of those formats.
— Reserve 30% for genuine experiments, each one isolating a single new variable.

The mechanism: the algorithm rewards formats viewers complete, and your retention history already told you which ones those are. A calendar built on trend-guessing ignores the one dataset nobody else has — yours. Plan from evidence, not from a moodboard.