Are there any studies testing this? Like maybe asking tribes or other primitive societies? Surely any other study apart from this would have social bias due to attractiveness being inherently subjective. You would have to go way back to see historical sources but the problem with even most established written history is that white people were generally powerful people during Roman and Greek power. Now if we go way way back, like in Ancient Egypt, there’s a Greek historian (Herotodus) that talks about Ethiopians being considered most beautiful. I’m not sure about the reliability of everything though.

Specifically, I’m talking about white facial features like a thinner nose, different eye colours, etc.