Notas de campode uma biblioteca medida
O que 3,487 vídeos medidos nos ensinaram
Avaliamos vídeos do YouTube pelo quanto da duração realmente entrega algo. Estes são os padrões que apareceram quando já havia vídeos suficientes para contar.
Mediana de enrolação 40% início mediano da parte útil 1:00 recalculado 4 Sep 2026
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Relatório de dados1 de set. de 20267 min
A chapter list tells you where things are, not which one is worth watching
Section by section across 3,243 videos. The parts a chapter list would call content vary by 34 points inside a single video, and length barely predicts which is which.
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Artigo26 de ago. de 20265 min
How to build a watch-later list you actually finish
The list keeps growing because saving is free and watching is not. One rule, applied at the moment you save, fixes most of it.
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Relatório de dados26 de ago. de 20266 min
The shape of a YouTube video: 3,179 value curves overlaid
Average measured value climbs fast, holds through the middle two-thirds of a video, then falls sharply near the end. Here is the curve, from 3,179 videos.
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Artigo26 de ago. de 20266 min
How to stop wasting hours on YouTube tutorials that go nowhere
A four-question filter to run before you press play, built from measuring how much of a typical tutorial actually delivers versus how much just restates itself.
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Artigo26 de ago. de 20265 min
How to tell a good tutorial from a bad one in thirty seconds
Six signals readable from the page before you commit any time, each tied to something we can actually measure across the library rather than a hunch.
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Artigo26 de ago. de 20266 min
How to skip to the part of a YouTube video that actually matters
Five ways to find the useful part of a video without watching the setup, ranked from the one everybody already tries to the one that works before you press play.
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Artigo26 de ago. de 20265 min
How to search inside a long video without watching the whole thing
Browser search only reaches the text on the page, not what's said. Chapters, comments, and the written record of the video each cover a different gap.
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Relatório de dados26 de ago. de 20266 min
Runtime is a useless filter: longer videos carry less padding, not more
Padding falls from 45% under ten minutes to 28% over an hour, and measured value rises the same way. Picking the shorter video is, on average, backwards.
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Artigo26 de ago. de 20265 min
Is watching at 2x speed actually helping you learn?
Speed compresses a video uniformly, filler and substance alike. Where doubling the speed helps, where it quietly breaks comprehension, and what it does not fix.
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Artigo26 de ago. de 20265 min
How to find advanced material when everything YouTube recommends is beginner-level
Search tricks and channel patterns that reliably surface advanced material, and why the ordinary search results skew introductory in the first place.
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Artigo26 de ago. de 20265 min
How to evaluate a YouTube channel before you subscribe
Three channel-level signals that predict whether a creator is worth following, separate from whether any single video of theirs was good.
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Relatório de dados26 de ago. de 20265 min
Which subjects are worth your time: measured value across twenty subjects
Science scores highest of twenty measured subjects at 66.9; travel lowest at 38.4. The same subjects also carry the least padding and the most honest titles.