The fundamental, unspeakable confound in this space is that light skin is more reflective than dark skin, and the camera fundamentally receives more photons on average (in the same photo) from faces with light skin rather than dark skin.
Look up the definition of light and dark, as it was on the Lord's seventh day, long before the invention of grievance studies, and the modern interrogation into whether photons are the primary physical conduit of misinformation (yes, they are—for every distinguished slice of the pie—the primary conduit of information, value judgement aside).
I know I could get nailed to a nearby cross for this—all places are ever and always nearby in virtual space—but it's entirely possible that a picture of a light skinned face is worth 1000 words, but a picture of a dark skinned face is only worth 950 words, simply because fewer photons arrives (holding typical illumination and exposure levels constant).
Deep learning is the ultimate black box, at present much closer to a black hole (steadfastly anal retentive) than a black body (so highly emissive as to be credited with the original rainbow). What we presently don't know about deep learning would fill an entire Library of Congress on the other side of an event horizon. Oh yes, but if you trained on the non-STEM side of campus, fifteen seconds worth of contemplation is enough to shriek "bias" at the top of your lungs (in truth, you were really only waiting to fully inhale again after the last shriek).
There are substantial advantages to a dark complexion. It's not obvious there should be any fair-skinned people in the modern world, given the large problem of skin cancer, and the small problem of vitamin D enriched diets. One could even argue that day one of the Gattaca Revolution should commence with implanting melanin genes in all the world's people, so that sunburn and premature aging of the skin is relegated to a dull roar.
You read about it first on Bloom County back in the mid-1980s.
Oliver learns of the Apartheid system in South Africa. He invents a "pigmentizer", which will temporarily turn a white person black.
Cutter John and Opus are dispatched to Washington to zap the South African ambassador, but their balloon-powered wheelchair crashes into the Atlantic Ocean and they disappear. Though officially listed as "Eaten By Squid", Opus reappears some time later, suffering from such strong amnesia that he initially has no idea he is even a penguin. Eventually the fake news of a secret wedding between Eddie Murphy and Diane Sawyer, Opus' longtime crush, shocks him into recalling what happened.
After drifting for a while between lost islands, using the wheelchair as a raft, Cutter John and Opus were rescued by a Soviet submarine and arrested as spies. In order to rescue him, Steve Dallas meets with Russian envoys to trade Cutter John in for the one thing they want from Bloom County: Bill the Cat.
The pigmentizer is a small hand-held ray gun.
Curiously, the next entry down on the Wikipedia list of Bloom County highlights is the following:
Donald Trump is accidentally and fatally injured by the anchor of his own yacht. Incredibly, surgeons turn to Bill the Cat as a donor body in which to insert Trump's still-living brain.
Trapped in Bill's body, Trump finds himself disinherited from his financial empire and estranged from his wife Ivana. With nowhere else to turn, he takes Bill's place in the Bloom County boarding house, making unsuccessful attempts to start from scratch and occasionally being given equally unsuccessful lessons on the value of life by Opus. This eventually culminates in Trump regaining power and using it to buy out Bloom County, firing the entire staff of characters in the process.
Personally, I'd happily ray gun the entire human population outside the tropics with an mRNA pigmentizer in the water supply, and put legions of dermatologists everywhere out of business tomorrow.
As an intended bonus, this would also fix the Twitter algorithm.
However, one might first pause to inquire also about unintended effects. It could actually turn out to be the case, that with the entire population of Sweden suddenly converted to a fetching shade of ebony, that their blue eyes have difficulty reading each other's facial expressions in bright sunlight. Bereft of the social cohesion accruing to accurate perception of group body language, Sweden could degenerate into a Heart of Darkness political quagmire overnight. We just don't know.
Dark skin: less cancer, less social cohesion due to not so quick recognition of facial expressions.
Light skin: more cancer, more social cohesion due to quick recognition of facial expressions.
Not in the least an unusual evolutionary trade-off.
Can we rule this outlandish, unspeakable hypothesis out a priori? Yes, but only from the grievance studies side of campus. On the STEM side, we stubbornly persist with our flawed humility of not knowing what we actually don't know.