Yes, the entrepreneurship of the 1980s was exclusively a rural phenomenon, but keep in mind that China in the 1980s was a predominantly rural society, with 80 percent of the population living in the rural areas. Thus, private entrepreneurship had a huge impact on the largest segment and the poorest of the population.
