Preheat your oven to 400°F. Line a baking sheet with foil and place a rack on top if available.
In one bowl, mix the flour with salt and pepper. In a second bowl, beat the eggs. In a third bowl, combine the breadcrumbs with Italian seasoning, garlic powder, and paprika.
Pat the drumsticks dry with paper towels. Dip each drumstick in the flour, shaking off any extra, then in the egg, and finally press them into the breadcrumb mixture until they are evenly coated.
Place the coated drumsticks on the rack and lightly spray them with olive oil.
Bake for 25 minutes, then flip them, spray again, and bake for another 25 minutes until golden brown and cooked through (the internal temperature should reach at least 165°F). Garnish with parsley.