Beginner friendly: Moderate

I’d rate it a 3 because creating a faceless YouTube channel is doable with time, effort, and learning. While it doesn't require being on camera, it still involves understanding content creation, video editing, and SEO to attract viewers. Many resources are available online, but it takes time to build an audience and start earning through ads or sponsorships. Beginners may find the initial setup and content strategy challenging, but with consistent effort, it can become profitable.