Income does not convey the economic power that GDP does.
The Russian GDP is a measure of economic strength. Russia has nothing it manufactures that can be considered a decent export product. Absent oil and weapons, nothing “made in Russia” is bought by in the world markets.
Outside the few cities, Russia lacks paved roads.