Comment by jojobas
Scarcity wasn't the only reason, there was also poverty. A qualified engineer with 10 years of experience would need to save all his salary for a few years. Very few people could afford cars from their official salary.
The USSR was robbing people of the fruits of their labour to make stupid amounts of tanks, incite guerillas all over the world and build useless railroads to nowhere.