If you are caring for children in your home, you are not a nanny; you are a day care provider and that is definitely self employment (sole proprietorship). If yoiu provide services in the clients home, You can be either a sole proprietor or a nanny ("household employee" in tax parlance). You should discuss taxes, up front, with each client, and agree on how taxes will be handled
