In a large soup pot, heat the olive oil over medium-high heat. Add the onion and celery and cook, stirring, until the onions are translucent, about 5 minutes. Stir in the carrots, potatoes, and salt and pepper to taste. Cook and stir, scraping up any browned bits from the bottom of the pot as you go.