We investigate how the arrival of Estimize, a provider of crowdsourced earnings forecasts, impacts IBES analysts' forecast timeliness and facilitates market efficiency. We find that IBES analysts become more responsive to earnings announcements and start issuing their quarterly forecasts earlier...