Outlier data · updated September 21, 2026
Chess YouTube outliers
8,940 Chess videos from 13 channels are scored in this snapshot, and 452 of them cleared the leaderboard filter. These are the 10 that beat their own channel's median views by the widest margin.
Channels scored
13
Videos scored
8,940
Reach 2x or more
22.0%
5x or more 6.9% · 10x or more 3.1%
Leaderboard pool
452
Videos clearing every eligibility floor
Chess rewards a narrower kind of expertise than most hobby niches, and the leaderboard reflects it. Regular viewers can read notation and judge a position, which supports a steady diet of game analysis, opening theory and puzzles with a dependable baseline. Outliers almost always come from somewhere else: a cheating controversy, a tournament moment that reached the general news cycle, a personality clash, or a beginner-facing explainer that finally made a concept obvious. The audience swells during major events and then recedes, so the calendar explains a large share of the top rows. Shorts play a specific role, because one tactic or one blunder is exactly the right length for a feed. When reading a multiplier, separate the videos that needed an event from the ones that answered a question a beginner would type into a search box.
| Rank | Video | Channel | Views | Channel median | Multiplier | Published |
|---|---|---|---|---|---|---|
| 1 | ChessBase India | 418K | 19.4K | 171x | ||
| 2 | ChessBase India | 288K | 19.4K | 170x | ||
| 3 | chessbrah | 5.4M | 31.3K | 169x | ||
| 4 | Absolute Chess | 120K | 3K | 51x | ||
| 5 | GothamChess | 12.3M | 512K | 39x | ||
| 6 | GothamChess | 18.4M | 512K | 37x | ||
| 7 | Absolute Chess | 88.7K | 3K | 30x | ||
| 8 | Chess.com | 1.5M | 58.7K | 26x | ||
| 9 | Anna Cramling | 1.5M | 81K | 22x | ||
| 10 | jacksark | 123K | 15.3K | 18x |
Showing the top 10 of 452 outliers in Chess (at least 2x, uploaded in the past 12 months, at most 2 per channel). The full list, every filter, and daily refreshes are in the free Outlier Database.
Open the free Outlier DatabaseHow the Chess ranking is built
- Every Chess video is scored against its own channel: its views divided by the median views of that channel's other mature long-form uploads. 8,940 videos from 13 channels are scored in this snapshot.
- A row reaches this table only when it clears four floors — a multiplier of at least 2x, uploaded within the past 365 days, at least 10,000 views, and a channel median of at least 1,000 views. 452 Chess videos clear all four.
- At most 2 videos per channel appear, so one Chess channel having a remarkable year cannot take the whole table.
- 22.0% of scored Chess videos reach 2x or more, 6.9% reach 5x and 3.1% reach 10x — which is what a large multiplier is worth in this niche specifically.
Read the full methodology on the outliers hub, including why the baseline is a median, why Shorts are pooled separately, and which channels are excluded.
Common questions
Why do controversies outrank strong instructional videos?
Because they reach people who do not play. An accusation or a feud carries a story anyone can follow, so it collects an audience far larger than the one that understands an opening repertoire. That does not make instruction weak; it makes it slow, and slow content builds the baseline the controversy is later measured against.
Is there room for a new chess channel given how crowded it looks?
The crowded part is commentary on elite games. The open part is teaching one kind of player at one level, which is a far larger audience than the top of this list suggests. Look for rows where the promise is about the viewer's own play rather than about a famous game between other people.
How should I read a Shorts multiplier in chess?
As a hook test rather than a depth test. A tactic clip proves a position was gripping in a few seconds, which says nothing about whether it can carry a full lesson. Shorts sit in their own scoring pool for that reason, so compare Shorts with Shorts and treat a strong one as a candidate premise.
How many Chess videos are behind this leaderboard?
8,940 scored Chess videos from 13 channels in the snapshot dated September 21, 2026. 452 of them clear the leaderboard filter, and this page publishes the strongest 10.
How often does this Chess leaderboard change?
It is rebuilt from each dataset publish and the page revalidates hourly, so the ranking you are reading belongs to the snapshot dated September 21, 2026. Ranks move between refreshes as views accumulate and as videos age past the 12-month eligibility window.
Keep reading
Public YouTube statistics, snapshot September 21, 2026. Not affiliated with or endorsed by YouTube or the channels shown.
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