The parsnips and carrots have a better appearance and texture if they are peeled. If you prefer to leave the skin on, you can. If the veggies are very young, use a vegetable brush to gently scrub them under cold running water. However, larger parsnips and carrots are best peeled to remove bitterness in the skin.