Peel and slice raw kohlrabi into thin matchsticks-sized strips. Spread out the strips in a single layer on a baking sheet. Drizzle with olive oil, and season with salt and pepper. Bake 20-30 minutes at 400 degrees until the kohlrabi softens slightly but still has a light crunch.