Turtles are reptiles rather than amphibians based on three key characteristics: they have shields covering their skin rather than smooth skin; their toes have claws; and their eggs have thick, hard shells, unlike the permeable eggs of amphibians. Amphibians have permeable skin and lay eggs without hard shells, while reptiles are covered in scales or plates and have claws, with eggs that have thick shells.