Preheat oven to 425º F and line a baking sheet with parchment paper for easy cleanup.
In a large mixing bowl, combine the shrimp, olive oil, garlic, parmesan cheese, parsley, lemon zest, salt, and pepper. Mix until shrimp is evenly coated.
Spread the seasoned shrimp on a baking sheet in a single layer, ensuring they are not crowded to allow for even cooking.
Place the baking sheet in the preheated oven and bake for approximately 12-15 minutes or until the shrimp turn opaque and are cooked through.
Remove from oven and garnish with additional parsley and fresh lemon wedges, if desired.