No, I don't see that.
Some Chinese have skin that's just a little more brown than ours is. Of course, what we call "brown" is just "dark yellow."
Lots of Chinese people have skin that's essentially as white as ours. Some are even a little bit ruddy.
But there are all kinds. People from the south of China are darker, because there's more hot sunny weather there. Same for people from Hong Kong, Singapore, etc. Chinese people consider Hong Kong, Singapore, Malay people all to be Chinese. At least the ones who have money.
They’re no different than Scots, Engrish, German, etc.
They come in all types....
It’s very easy (90% of the time) to tell the difference between Chinese, Japanese, and Koreans on the streets of Tokyo, even from behind.