English

Selling Certification, Content Moderation, and Attention

Theoretical Economics 2025-06-17 v1

Abstract

We introduce a model of content moderation for sale, where a platform can channel attention in two ways: direct steering that makes content visible to consumers and certification that controls what consumers know about the content. The platform optimally price discriminates using both instruments. Content from higher willingness-to-pay providers enjoys higher quality certification and more views. The platform cross-subsidizes content: the same certificate is assigned to content from low willingness-to-pay providers that appeals to consumers and content from higher willingness-to-pay providers that does not. Cross-subsidization can benefit consumers by making content more diverse; regulation enforcing accurate certification may be harmful.

Keywords

Cite

@article{arxiv.2506.12604,
  title  = {Selling Certification, Content Moderation, and Attention},
  author = {Heski Bar-Isaac and Rahul Deb and Matthew Mitchell},
  journal= {arXiv preprint arXiv:2506.12604},
  year   = {2025}
}
R2 v1 2026-07-01T03:17:57.247Z