Yes I think you're right about it being based on experience.

It's still a "skill issue" but it's more about knowing how long it will take you or your team. If you don't have the relevant experience with the tech or with the team, you can't really gauge how long something will take.

Before I estimate larger projects I always ask who will be on my team. The estimate is very different depending on the answer.