Whisk the olive oil, lemon juice, salt, and a few grinds of black pepper together in a large bowl. Add the arugula and toss to combine. Top with the shaved Parmesan and serve immediately.
Make ahead: The dressing can be made up to 5 days ahead of time and stored in an airtight container in the refrigerator. Rewhisk again before using.