The net effect is a misallocation of labor compared to an efficient allocation, and possibly even a reduction in the income received by workers as a whole, including workers in the non-union sectors.
This paper USES the data from China Household Income Project (CHIP, 2002) to study the relationship between the ratio of rural non-agricultural labor and rural-urban migration.