# YouTube Outlier Finder > Find YouTube outlier videos: rank any channel's uploads by how far they beat its own median, or search a niche to see what is overperforming. Free, no login. Canonical: https://faceless.so/tools/youtube-outlier-finder Free Tool To find YouTube outlier videos, paste a channel to rank its recent uploads by how many times they beat that channel's own median views, or type a topic to see which videos are overperforming in a niche this month. It is free with no login or API key, and the median it divides by is printed above the ranking so you can check the arithmetic. ## What is a YouTube outlier, actually? A view count on its own tells you nothing. 40,000 views is a disaster on a channel whose median is 900,000 and the best week of someone's life on a channel whose median is 1,200. The only figure worth ranking on is the ratio: views divided by the baseline that video should be measured against. Above about 3x the format changed, not the luck — that is the video worth taking apart and making again. This tool shows you the median it divided by, every time, so you can check the arithmetic instead of trusting a score with no units. Your ranked outliers appear here Paste a channel, or switch to topic mode to see what is overperforming across a niche. ## Why do most outlier scores get the number wrong? Almost every outlier score is a lifetime view count divided by some baseline, and lifetime view counts are not comparable across ages. A video published on Tuesday has collected a fraction of what it will end up with; one from eighteen months ago is finished. Divide them by the same median and the recent video looks like a flop and the old one looks like a hit, when the only difference between them is the calendar. Worse, when the fresh videos sit inside the baseline they drag the median down and inflate everything else, so the error compounds in both directions at once. This tool holds anything under seven days out of the median and marks it in the ranking, because a multiple that can only go up is a floor, not a finding. The second error is the mean. A channel with fourteen videos around 5,000 views and one at two million has an arithmetic mean near 138,000, which makes every ordinary video score around 0.04x and the actual breakout score 14x. Both numbers are useless: the fourteen normal videos were not failures, and the hit did not do 14x, it did roughly 400x. The mean was pulled up by the very outlier you are trying to detect, which is precisely why a detector should never use it. The median is immune to that, and a median is what you should insist on seeing printed next to any score you are shown. The last thing to be sceptical about is cross-channel outlier scoring, which is what most paid tools sell. Comparing a video to the median of a search result set mixes a two-million-subscriber channel with somebody's fourth upload, and the resulting multiple measures channel size at least as much as it measures the idea. It is still worth looking at — it is how you spot a format spreading through a niche before it saturates — but it answers “what is working here”, not “did this creator beat their own normal”. Those are different questions, and a tool that presents one answer for both is selling you confidence rather than information. This one keeps them in separate modes and labels the baseline for each. ## Frequently asked questions How outlier scoring actually works ### What is a YouTube outlier video? An outlier is a video that beat the baseline it should be compared against, usually its own channel's median views. A 6x outlier did six times what that channel normally does, which is a signal about the packaging or the idea rather than about the channel's size. Raw view count cannot tell you this: 40,000 views is a failure on a channel that medians 900,000 and a breakout on one that medians 1,200. ### Why use the median rather than the average? Because one runaway hit drags an average upwards and then hides behind it. A channel with fourteen videos around 5,000 views and one at 2 million has an average near 138,000, so the hit only scores 14x against its own inflated mean and every normal video looks like a failure. The median stays at 5,000, the hit reads as 400x, and the fourteen ordinary videos read as ordinary. That is the honest picture. ### How does the tool handle videos published a few days ago? Uploads under seven days old are excluded from the median entirely and flagged as still accumulating in the ranking. A two-day-old video has not finished collecting views, so folding it into the baseline drags the median down and inflates every other video's multiple. Its own multiple is shown as a floor that can only rise, never as a verdict. ### What is the difference between channel mode and topic mode? Channel mode compares a channel's recent uploads against that same channel's median, which is a genuine like-for-like comparison. Topic mode searches videos published in the last month for a phrase and compares them against the median of that search, which mixes channels of wildly different sizes. Topic mode is useful for spotting what formats are working in a niche right now, but a high multiple there means the video beat the typical search result, not that it beat its own channel. ### What outlier multiple is worth paying attention to? Below about 1.5x you are looking at normal variance and there is nothing to learn. Between 1.5x and 3x something in the title, thumbnail or first ten seconds worked slightly better than usual. Above 3x the format changed rather than the luck, and that is the video worth taking apart frame by frame and deliberately making again. ### Does this need an API key or a login? Neither. It reads the same public pages any visitor can see: the channel's public upload feed for channel mode, and YouTube's own search results for topic mode. There is no quota, nothing is stored against you, and the sample is capped at the fifteen most recent uploads because that is what the public feed exposes. ## More free tools [Video idea generator Turn the format that outperformed into ten more videos in the same shape.](https://faceless.so/tools/video-idea-generator) [YouTube title generator Repackage an idea that underperformed with a title that earns the click.](https://faceless.so/tools/youtube-title-generator) [Hook generator Ten opening lines for the first three seconds, where most outliers are won.](https://faceless.so/tools/hook-generator) [YouTube money calculator What those views are actually worth once RPM and audience region are applied.](https://faceless.so/tools/youtube-money-calculator) The full product ## Spotting the Outlier is just the start. 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