Using a sample of firms in the United States, this study finds a positive association between classification shifting and an external monitoring factor: Analyst coverage. This result suggests that when higher analyst coverage has a stronger monitoring role in earnings management, managers are more likely to use classification shifting. | Analyst coverage and earnings management using classification shifting