 He then enrolled at East Carolina University (ECU), where he played college baseball for the ECU Pirates.He missed the 2009 season after having shoulder surgery, and finished his collegiate career with a 4-3 win–loss record and a 4.45 earned run average (ERA).The Cleveland Indians selected Armstrong in the 18th round of the 2011 MLB draft.