The Elf on the Shelf is a popular Christmas tradition, where a small doll-like elf is placed in the home to observe children's behavior. The elf traditionally leaves on Christmas Eve, but many people also choose to remove the elf on New Year's Eve as a way to symbolize the end of the holiday season. Ultimately, the date of the elf's departure is a personal decision that can vary depending on individual preferences and traditions.