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Outlier data · updated September 21, 2026

YouTube outliers right now

716,206 long-form videos from 3,729 channels are scored in this snapshot, and 21,814 of them cleared the leaderboard filter. These are the 10 that beat their own channel's median views by the widest margin.

Channels scored

3,729

Videos scored

716,206

Reach 2x or more

27.5%

5x or more 10.9% · 10x or more 5.2%

Leaderboard pool

21,814

Videos clearing every eligibility floor

A YouTube outlier is not a big video. It is a video that beat the channel that made it. Every row on this page is ranked by that one idea: how far an upload traveled past the normal result for its own channel, in its own format.

That distinction is what makes a leaderboard across every niche readable at all. Raw view counts only ever rank audience size, so a table sorted by views would be the same handful of enormous channels every week, and it would tell a creator with a few thousand subscribers nothing they could act on. Ranking by multiplier sets a small channel's runaway upload beside a large channel's runaway upload, because both cleared the same bar: they did something their own audience does not normally do.

Read each row as a question rather than an answer. A high multiplier says the audience reacted; it does not say why. The why is usually in the packaging — the promise in the title, the thing the thumbnail makes you want to resolve, the format the creator chose, the week they published. Sometimes it is only timing: a topic became briefly unavoidable and the first competent video about it collected the whole spike. A snapshot cannot tell those apart, and a ranking that claimed to would be lying to you.

So treat the table as a shortlist, not a to-do list. Open the videos whose channel resembles yours in size and cadence, because those are the ones whose baseline your own results can honestly be compared against. Read the titles as a set and look for the promise that repeats across unrelated channels. Skip anything that depends on a budget, a guest, or an archive you cannot reach. Then pick the niche below that you actually publish in — each one has its own page, its own economics, and its own sense of what a large multiplier is worth.

The top 10 YouTube outliersLong-form videos, ranked by multiplier — views divided by the median views of the same channel's other mature long-form uploads. Snapshot September 21, 2026.
RankVideoChannelViewsChannel medianMultiplierPublished
1Naked Science9.4M10.4K1,043x
2Colt Kirwan5.6M11.3K531x
3Davie Fogarty8.5M12.9K524x
4Pat Flynn2.1M4.4K475x
5Aminimii2.5M6.2K419x
6Fergus Crawley7M17.2K409x
7Stanford Online3.2M8.8K395x
8That Recipe825K2.4K388x
9MyWifeQuitHerJob Ecommerce Channel1.4M3.5K364x
10Stanford Online2.8M8.8K343x

Showing the top 10 of 21,814 outliers across every niche (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 Database

Every niche leaderboard

Each niche is scored against itself, so what counts as a large multiplier differs from one to the next. Sorted by how many eligible outliers the niche currently has. Shorts have their own leaderboard, because a Short's views and a long-form upload's views do not arrive the same way.

YouTube outlier leaderboards by nicheChannels, scored videos, the share reaching 2x, and how many videos clear the leaderboard filter. Snapshot September 21, 2026.
NicheChannelsVideos scoredReach 2x or moreLeaderboard poolTop outlier
Vlog19918,60114.9%1,185Boom challenge with my 5 year old! #shorts #boom #challenge #cute #fun #sweet #family #funny #love
Relationships394,76525.0%720CURRENT FAVE BEAUTY TIPS | SMALL EASY CHANGES TO INCORPORATE | MY BEAUTY UPGRADES
Education876,90032.1%719Why Do Tape Measures Have Black Diamonds on Them?
Tech11418,00525.0%691How I Actually Make Viral AI Videos In 5 Minutes
Space269,29025.9%656500 Years Frozen in Time: The Inca Children Mystery
Finance7311,31823.5%641How I Built a $5K/Month YouTube Channel with ZERO Experience
History715,33627.1%587Ancient Technologies We Still Can't Explain
AI809,71324.7%571RIP to the first transatlantic internet cable 🌐👀 #trendingshorts #tech #internet
Golf245,66723.2%496Introducing the New Titleist GTS Drivers | Distance Yourself
Chess138,94022.0%452FIDE Chess Olympiad Round 4 | India vs Spain in Open, India vs Mongolia in Women
Cooking13410,79728.0%440A genius trick with Snickers that everyone should know
Productivity827,53530.6%428I’m begging you to manage your time
Gaming12317,48823.6%419Minecraft, But Every Swing Hits Everything
Startups171,96029.7%402Skill Issue: Andrej Karpathy on Code Agents, AutoResearch, and the Loopy Era of AI
Health7410,51830.9%385Why Cancer Is Rising in Young People
Aviation154,97428.5%382HIGHLIGHTS: Soccer Aid For UNICEF 2026 | ITV
Automotive7112,02723.4%371NBA YoungBoy gets stopped in Lamborghini SVJ by UPD with DDAWG & gains a new supporter
Business8212,73027.9%365Stop letting your social media traffic go to waste
DIY968,58227.8%361I Finaly Found The Answer To This Tool
Interior Design916,77423.0%357Inside Taryn Delanie's Cozy 235-Year-Old Hudson Valley Farmhouse | HGTV Home Tours
3D Printing256,47531.2%357Adam Savage Experiences Anatomically Correct Wings!
Podcast158,91628.8%346KT #751 - JOE ROGAN + SHANE GILLIS
Sailing266,55617.1%341These Catamarans Were $1.2 Million. Now Nobody Wants Them.
News & Geopolitics354,11524.1%340Iran vs Israel & USA: The Origins of The Conflict - Documentary Geopolitical - AT
Comedy746,33427.0%331September 3, 2026
Anime225,33522.4%3318 YEARS AGO TODAY... #smashbrosultimate
Mental Health151,52125.6%324The Neuroscience of ADHD and Emotional Dysregulation
Hardware2013,22524.3%322The Most OFFENSIVE Item I've Ever Received
Language Learning305,47628.0%318How to Master English Alone || Graded Reader || Improve Your English || Listen And Practice English
Travel1058,91127.7%309How did the British actually rule India🇬🇧 #shortvideo
Gardening248,50326.4%306This is generational wealth they don't teach you about, unlimited garlic!
True Crime321248,58731.4%3034 Black Facts You Probably Didn’t Know…#untoldstories #hiddenhistory #blackthought #historyfacts
Pets508,13029.9%303Nunu The Chihuahua FROM HELL #dogwhisperer
BookTube686,81816.4%294#nyxcosmeticspartner tner @n@nyxcosmeticsMicro Brow Pencil: the makeup product of the summer 💁🏼‍♀️
Outdoors1138,57426.4%291Camping in Snowstorm With No Tent, No Sleeping Bag
Cybersecurity215,62029.3%291Hack The Box: Baby (Full Walkthrough) Active Directory Hacking
Fashion835,50024.2%2824 Pairs of Petite Friendly Jeans from @anthropologie #AnthroPartner #DestinationDenim
Side Hustles252,65628.2%280Not all Sharks are equal, but who will get the deal? #sharktank
Sports875,27828.5%279Everyone Wanted This Baseball Prospect… Until He Found His Weakness 😳⚾ | Trouble with the Curve
ASMR278,45120.6%277ASMR | Very Thoroughly Checking Your Vitals and Cranial Nerve Exam
Crypto1712,55715.5%264This Is NOT the Bitcoin Cycle You Think It Is
Photography867,46926.8%254Photoshop Thumb Wars results!
Coding9810,89626.2%249Before You Build a Feature, Do This First (It Will Save You Hours)
Motivation134,68829.5%249AI Experts: These Are The Only 5 Jobs That Will Remain in 2030!
Fitness706,82926.9%24320 years of training has led to this… 🤯
Beauty797,08728.9%242Alex Consani Tried to Take a Birkin From the Hermes Show
Math187,54428.3%241A Bat and Ball Cost $1.10… How Much Is the Ball? 90% Get This WRONG!
Woodworking315,93429.8%230Creative DIY woodworking Ideas // Wooden Box With A Unique Drawer Mechanism
Homesteading2212,31221.1%224What America's Got Talent Didn't Tell You About Nene Royal
Creator Economy212,39227.0%224If you have a Job, Start a YouTube Channel
Parenting874,36623.1%216How We Thrive on a Single Income | Family of 12
Career141,58629.3%212Should You Take Google's AI Certificate? My Honest Take
Product151,34330.7%207Course Overview - Technical Fundamentals of Generative AI
Storytelling206,31320.1%204Stop arguing (do what this kid does)
Science206,17428.8%201A strange thing about metronomes with Hannah Fry #shorts #hannahfry #maths #metronomes
Documentary174,12527.1%187The Most Advanced Ancient Structures That Still Defy Explanation
Course Creators161,75429.5%177This is how you'll become a content creator in 2026 (FULL MASTERCLASS)
Real Estate213,62324.9%174Eviction Laws Are Changing: What Landlords Must Know
Challenge246,56427.4%172I Saved 1,000 Animals From Dying
Art804,21627.2%155DIY Dubai: Refurbishing an Entire Emirates Boeing 777
Film & Animation913,24426.0%153He escaped the concentration camp, then surrendered voluntarily just to scout for 250 compatriots.
Engineering324,70526.1%151Grilling The Hacksmith about his Design Choices on The Smithblade
Skits132,06929.3%130Official 'Dungeon Crawler Carl' Character Voice Tier List Ranking
Marketing158,50031.2%124This ONE Psychological Trigger Gets Clients to Chase You
Content Writing141,36627.4%77The Instagram DM Strategy That Got Me Over 6,300 New Leads & $440K In Sales

How these rankings are built

  • Every video is scored against its own channel: the outlier multiplier is its views divided by the median views of that channel's other mature videos in the same format.
  • The baseline is a median rather than an average, so one runaway hit cannot raise a channel's bar and bury the breakouts that follow it.
  • The video being scored is excluded from its own baseline, which stops a breakout from inflating the very number it is measured against.
  • Shorts and long-form uploads are pooled separately, because the two formats collect views on different curves and a shared baseline would flatter every Short in the table.
  • Institutional channels — corporate newsrooms, broadcast brands and licensed-footage archives — are excluded, because their reach comes from an institution rather than from craft another creator could copy.
  • A video is eligible for a leaderboard only when it clears four floors: a multiplier of at least 2x, uploaded within the past 12 months, at least 10,000 views, and a channel median of at least 1,000 views.
  • These tables are a snapshot of the most recent dataset publish rather than a live feed, so ranks move between refreshes and the date above the table is the one the numbers belong to.

Common questions

What is a YouTube outlier?

An outlier is a video that clearly beat the normal result for the channel that published it. Vidfora scores one by dividing the video's views by the median views of that channel's other mature videos in the same format, so the comparison is always against the creator's own audience rather than against YouTube as a whole.

Why does a video with millions of views sometimes rank below one with far fewer?

Because the ranking measures distance from a channel's own normal, not size. A channel that usually reaches a million views has to travel a long way past that to register, while a channel that usually reaches a few thousand can clear a high multiplier on a number that looks small in isolation. Both describe an audience behaving unusually.

Why compare against a median instead of an average?

An average moves with whatever extreme value is in the sample, so one runaway hit would raise a channel's bar and hide every breakout that came after it. A median ignores how far the extremes reach and reports the middle of the channel's ordinary results, which is the number a new upload genuinely has to beat.

Why are some very large channels missing from these tables?

Institutional channels — corporate newsrooms, broadcast brands and licensed-footage archives — are excluded from the public leaderboards. Their reach comes from a masthead, a wire feed or a rights library rather than from packaging an independent creator could copy, and left in they crowd out every ranking with videos nobody can learn from.

How often do these rankings change?

The dataset is rescraped and republished on a regular cadence, and these pages rebuild from the newest snapshot. Ranks drift between visits as videos age, cross the eligibility floors, or fall out of the twelve-month window entirely. The date shown above each table tells you which snapshot the numbers belong to.

Can I see more than the top ten?

The top ten of every leaderboard is public and stays public. The rest of each pool, plus filtering by channel size, format, country and upload date, lives in the Vidfora outlier database, which is free to sign up for. The count above each table shows how much of the pool those ten rows represent.

How many videos are behind this leaderboard?

716,206 long-form videos from 3,729 channels are scored in the snapshot dated September 21, 2026. 21,814 of them clear the leaderboard filter, and this page publishes the strongest 10.

Which niches have their own leaderboard?

65 niches currently have enough eligible videos to publish a full top 10, and each one has its own page listed in the directory above. A niche drops off the list when its pool falls below a full table rather than publishing a half-empty one.

Public YouTube statistics, snapshot September 21, 2026. Not affiliated with or endorsed by YouTube or the channels shown.

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