We present findings from historical microdata that suggest former rural elites effectively preserved their socio-economic advantages into the early People's Republic of China (PRC, circa 1949–1965) by exploiting urban–rural differences in government policies. In particular, former rural elites were three to four times more likely than poor peasants to move to a nearby town, and this urbanization was highly associated with socio-economic privileges in a rapidly developing economy, including both income and educational opportunities. We also find evidence that after 1949, former rural elites who did urbanize were more likely than their poor peasant counterparts to find industrial jobs.