Outlier data · updated September 21, 2026
Math YouTube outliers
7,544 Math videos from 18 channels are scored in this snapshot, and 241 of them cleared the leaderboard filter. These are the 10 that beat their own channel's median views by the widest margin.
Channels scored
18
Videos scored
7,544
Reach 2x or more
28.3%
5x or more 12.3% · 10x or more 6.2%
Leaderboard pool
241
Videos clearing every eligibility floor
Math punishes vagueness and rewards one specific kind of clarity, which gives the niche an unusual shape. Two audiences barely overlap here: students who need a problem solved before an exam, and a general audience that watches mathematics the way it watches a puzzle or a magic trick. Student content arrives from search forever and builds a high, steady median. General-interest content is where the outliers are, and it usually comes from a result that sounds impossible, a visual proof, or a famous problem explained without prerequisites. Production quality matters more than in most educational niches, because animation is often what makes an abstract idea watchable. Read the top rows for what each title promises a viewer will understand by the end.
| Rank | Video | Channel | Views | Channel median | Multiplier | Published |
|---|---|---|---|---|---|---|
| 1 | TabletClass Math | 551K | 4.4K | 157x | ||
| 2 | The Math Sorcerer | 369K | 4.3K | 130x | ||
| 3 | Bub Explains | 1.9M | 18.7K | 96x | ||
| 4 | Tom Rocks Maths | 1.1M | 12K | 92x | ||
| 5 | Bub Explains | 1.4M | 18.7K | 70x | ||
| 6 | Professor Leonard | 380K | 6.8K | 67x | ||
| 7 | Oxford Mathematics | 243K | 9.1K | 49x | ||
| 8 | The Math Sorcerer | 53K | 4.3K | 45x | ||
| 9 | TabletClass Math | 105K | 4.4K | 30x | ||
| 10 | Brain Station Advanced | 673K | 24.4K | 28x |
Showing the top 10 of 241 outliers in Math (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 Math ranking is built
- Every Math video is scored against its own channel: its views divided by the median views of that channel's other mature long-form uploads. 7,544 videos from 18 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. 241 Math videos clear all four.
- At most 2 videos per channel appear, so one Math channel having a remarkable year cannot take the whole table.
- 28.3% of scored Math videos reach 2x or more, 12.3% reach 5x and 6.2% 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 general-interest videos outperform exam help?
Because the potential audience is so much larger. Exam content serves the students taking that exam, which is a fixed and searchable group. A well-told mathematical surprise can reach anybody, and it gets shared by people who have no intention of doing any math at all.
Do I need animation to compete in this niche?
Not always, but you need some way to make the idea visible. A whiteboard, paper and a camera have carried plenty of strong videos. What the animation-heavy channels are really buying is clarity, and clarity can also be bought with better sequencing and a tighter question at far lower cost.
What counts as a strong multiplier for a math channel?
It depends which half of the niche you are in. Exam-help channels hold high medians built from years of steady search traffic, so beating one by a wide margin is rare and meaningful. A channel posting occasional general-interest videos has a softer baseline and much more volatile numbers.
How many Math videos are behind this leaderboard?
7,544 scored Math videos from 18 channels in the snapshot dated September 21, 2026. 241 of them clear the leaderboard filter, and this page publishes the strongest 10.
How often does this Math 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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