We study the effects of occupational licensing on consumer choices and market outcomes in a large online platform for … the causal effects of licensing information on consumer choices. We find that the platform-verified licensing status of a … licensing on aggregate market outcomes on the platform. Our results show that more stringent licensing regulations are …