Social media expert witnesses analyze platform design, content moderation, user behavior, and digital marketing practices. They are often digital strategists, data analysts, former platform employees, or communications scholars who assess account activity, engagement metrics, algorithmic reach, policy compliance, and the impact of online content on users and brands.