The nose is the feature people are most likely to be wrong about, and the direction of the error is almost always the same: people read an ordinary nose score as a bad one.
Across 17,032 AI face analyses the nose averages 5.36 out of 10, against an overall average of 5.59. That is a small deficit. But two other numbers explain why nose scores feel worse than they are, and both are worth seeing before you decide anything about your face.
Nobody scores high on the nose
The share of people clearing 7 out of 10 on each feature, individually:
| Feature | Share scoring 7 or above |
|---|---|
| Eyes | 22.6% |
| Eyebrows | 20.2% |
| Jawline | 17.4% |
| Bone structure | 16.7% |
| Skin | 16.6% |
| Lips | 16.4% |
| Facial harmony | 12.5% |
| Symmetry | 11.2% |
| Chin | 10.6% |
| Cheeks | 10.1% |
| Forehead | 7.9% |
| Nose | 7.7% |
The nose is last. Fewer than 1 person in 12 scores 7 or above on it, against nearly 1 in 4 for eyes.
The ceiling is low as well. Among the 560 people who scored 8.0 or above overall, the nose averages 8.01 - it only just clears 8, and only the forehead does worse in that group at 7.66. Meanwhile the same people average 8.90 on bone structure and 8.89 on the jawline.
So there is no large population of people quietly winning at noses. If your nose score is around 5.4, you are not below some crowded standard; you are where nearly everybody is.
And almost nobody counts it as their best feature
Tally which feature comes out highest for each person and the nose is at 0.5%, ahead of only facial harmony (0.3%) and the chin (0.1%). Eyebrows lead at 29.3%, eyes at 20.1%.
The reverse tally is more interesting than people expect. The nose is somebody's worst feature 9.0% of the time. That sounds high until you place it: skin is at 38.0%, the forehead at 15.0%, the jawline at 9.1%. The nose is roughly as likely to be your weak point as your jawline, and one quarter as likely as your skin.
It is also worth knowing that "worst feature" is a softer label than it sounds. Across everyone, the average distance between a person's best and worst feature is 1.38 points, and 58.0% of people tie for their worst rather than having one clear weak point. Most low features are the bottom of a narrow band, not an outlier.
Then why does the nose seem to matter so much?
Because it tracks the overall score closely. Nose scores correlate 0.97 with the overall rating, second only to facial harmony at 0.99 and ahead of symmetry at 0.95.
| Feature | Correlation with overall rating |
|---|---|
| Facial harmony | 0.99 |
| Nose | 0.97 |
| Bone structure | 0.96 |
| Chin | 0.96 |
| Cheeks | 0.96 |
| Symmetry | 0.95 |
| Eyes | 0.95 |
| Forehead | 0.93 |
| Jawline | 0.92 |
| Lips | 0.90 |
| Eyebrows | 0.90 |
This is the point people misread. A high correlation means the nose score moves in step with the overall score: people who score well overall also score better on the nose, in relative terms. It does not mean the nose is where high scores are earned, and the two tables above show why not. High scorers barely reach 8 here. What the nose has is consistency, not range.
Put the two facts side by side. The nose has the lowest share of high scores of anything measured and one of the tightest spreads on the face, at a standard deviation of 0.93. Almost everyone is packed into the same narrow band, and inside that band the ordering happens to line up neatly with the overall rating. That is a statistical relationship, not a verdict on your nose.
The nose is structural, and that cuts both ways
The model marks the nose as not improvable, alongside the chin and bone structure. Nothing in a routine changes it. Nose exercises, taping and the various reshaping claims circulating online have no credible evidence behind them, and we are not going to pretend otherwise.
What does change is how the nose reads in a photograph, and that is not a trivial amount. A camera held close and low exaggerates nasal projection; a straight-on angle at a normal distance does not. Uneven side lighting casts a shadow along one side of the nose that reads as both size and asymmetry. If your nose score varies noticeably between two analyses taken a week apart, that is the measurement moving, not your face. Even light, a straight-on angle, a neutral expression and no filter give you a stable reading to compare against.
On surgery: this is not the place for that decision, and a score from any app is not evidence for or against it. If it is something you are seriously weighing, it is a conversation with a board-certified surgeon about your specific anatomy and health, not something to settle from a number on a screen. What the data can tell you is narrower and, we think, more useful: the nose is not where the difference between a 5 and an 8 lives.
What to do with a middling nose score
Read it against the distribution rather than against an idea. A 5.4 is the median experience. Only 7.7% of people are above 7, and even people at the top of the overall distribution average barely 8.
Then spend your attention where it pays. Skin is the lowest-scoring feature at 5.30, the most common weak point at 38.0%, and one of only two features marked genuinely improvable. Eyebrows are the other. That is the whole list of things that respond to effort, and neither of them is the nose.
To get the number on its own rather than inferring it from an overall score, the nose rating scores this feature separately. If what you actually want to know is whether the nose fits the rest of your face rather than whether it is large, that is a different measurement, and the facial harmony test is the one that answers it. For the full twelve-feature breakdown and your percentile against the 17,032 analyses quoted here, run the face rating tool.