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Higher education is a key driver of social mobility, especially for low-income students. We study segregation in the Chinese college admission system, where the distribution of seats depends on centralized exams and location quotas. Our data cover the universe of college-admitted students in 2005--2011. We find the admission rates to general college education are similar across all income groups. While low-income students are disadvantaged in going to a handful of top universities, this disadvantage nearly disappears when elite colleges are more generally defined (top 100 schools admitting less than 8% of students). The location-based quota system does not mitigate the income segregation much. While low-income provinces obtain more admission quota on aggregate, low-income students do not benefit from that.