This paper examines the factors predicting completion rates in MOOCs designed for teachers, specifically focusing on a MOOC for statistics teachers' professional development. Using logistic regression models, the study finds that while video engagement does not significantly predict MOOC completion, forum participation and participants' professional backgrounds are important predictors. The paper provides recommendations for MOOC designers and facilitators on creating balanced activities to enhance engagement and completion rates.