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$ spent per person is biased towards richer countries. Just because a rocket scientist in the US gets paid 10x that of someone in Russia doesn't mean they're doing more relevant basic research.

Some of it translates into better research, e.g. ability to lure international researchers, access to better equipment because you're in a richer nation, but at least partially the number is inflated without any benefit to the research itself.