Scores

What the noun in "your score" refers to

A rating is a property of an image under conditions; the pronoun in "your 7.4" is doing a lot of quiet work.

By Updated 3 min readScores

Guides on Scores: How much weight a rating tool result deserves, Every part of a rating result, and what each one is for, What can and cannot be compared, and how

A rating score describes the submission, not the person: it is a property of one image, taken under specific conditions and evaluated by one tool on one day. Tools phrase it as "your score is 7.4", and the possessive in that sentence carries a claim that is wrong.

What actually changed the number

Move the camera six inches closer and the score moves, because a phone lens is wide-angle and proportion reads differently at different distances. The effect has been measured for faces: Ward and colleagues (2018) calculated that a photo taken from 12 inches makes the nose look 30% larger in men and 29% in women than an undistorted projection, and essentially no different at 5 feet. Change the light from overhead to side-on and the score moves, because the axes that respond to texture and shape are reading a different image. Standardising a submission exists precisely because these variables move the number as much as anything about the subject does, and none of them describe the person - they describe the photograph.

If the same person, unchanged, can produce a 6.1 or a 7.3 depending on distance and light alone, the number was never solely tracking the person to begin with. It was tracking an image, and the person is one input among several that went into producing that image.

Why the pronoun matters

"Your 7.4" collapses all of that into a single word that implies stability - as if the number belongs to you the way a birthdate does, rather than to one photograph taken under one set of conditions that will never be exactly reproduced. That framing is what makes a single result feel like a verdict instead of what it actually is: one data point from a series that has not been run yet.

The tool did not evaluate you. It evaluated a file. The file is the thing that has the score.

What this changes in practice

Reading a result this way changes what a bad number means and what a good one is worth. A low score on one photo says something about that photo under those conditions, not a stable fact about the subject - which is one reason a rejected submission from the tool is also not a hidden low score, it is a different kind of statement altogether. A high score on one photo is, similarly, one favourable draw, not a settled result.

This is a single, narrow point, and it is worth keeping narrow: the fuller list of everything a score cannot support - trend, precision, objectivity - is covered end to end elsewhere. Here the claim is just the noun. The score belongs to the image, and the image is the only thing you actually get to hold still if you fix distance, angle, and light between attempts.

The same slippage happens with a human reviewer, differently - a person's response is at least partly about you rather than only the frame in front of them, which is one real difference between the two categories, not a reason to treat an automated score the same way. And the model producing the number in the first place is reading pixels, not a person - it never had access to anything but the file. Rate Cock labels its result against the submitted image and its conditions rather than against an account history, which is the correct scope for what a score can actually claim.

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