the vegetable's skin is completely edible and tends to soften as it cooks, so in many recipes it's fine to leave the skin on. that said, i recommend peeling the eggplant for eggplant parmesan. as an eggplant grows larger, the skin can become tough and bitter -- something that i prefer to avoid.