It could, since they're not waterproof like people mentioned. But there's a few other things to consider. If you have oily lids, pencils are more prone to sliding regardless. These aren't as creamy as other liners (and creamy liners run easier) so they're not that melty. I've worn these for hours and haven't had them smear at all.