A Civil Beat analysis of 54 arbitration decisions involving officer misconduct found that most terminations get overturned on appeal. The records show that of the 36 cases in which a police officer was fired, 29 were reinstated after arbitration, including those accused of lying, domestic violence and sexual assault.