Combine olive oil, balsamic vinegar, Dijon mustard, shallot, salt, and pepper in a small jar. Secure lid tightly and shake vigorously until combined. Place a few tablespoons of the vinaigrette in a medium bowl. Add arugula and toss to combine. Add more dressing as needed, being careful not to overdress the arugula.