We built on the information gap theory of curiosity to develop several interventions to motivate crowdworkers to persist longer on a task. Our experiment results show that curiosity interventions improve worker retention without degrading performance, and the magnitude of the effects are influenced by both the personal characteristics of the worker and the nature of the task.