The spectrum scarcity rationale is the principle that radio frequency spectrum is a limited resource, requiring regulation to manage its allocation among various broadcasters and users. This concept emphasizes the need for public interest obligations to ensure that this scarce resource is used effectively and serves the needs of the community. It reflects the balance between the demand for spectrum access and the responsibility to promote diverse, informative, and quality programming.