Being on one's case is an expression typically used to describe someone who is persistent in their criticism or nagging. Antonyms for this phrase would be leaving one alone, freedom from interference, or being hands-off. When someone is left alone, they have the chance to manage tasks and responsibilities at their own pace without outside pressure. Freedom from interference implies the ability to make decisions without external influence or interference. Being hands-off refers to a more relaxed approach to supervision, where one is allowed to take ownership of projects and tasks without constant monitoring. Using antonyms like these can help promote independence and encourage individuals to take ownership of their work.