Also because Russia is much more populated than Germany. Inferior metallurgy was another factor. The tank factories in KTZ in modern day Ukraine was the turning point. Had the NAZIS overran those fact...
The reason cited by soviet officers for not supplying rifles to soldiers was that they feared soldiers would use them on their own officers. But there was also the economic component, of course.