When choosing a cooking oil, considering the differences between refined oils like olive, soybean, and sunflower is crucial. Olive oil, particularly the refined variety, offers a mild flavor and high smoke temperature, making it appropriate for many dishes. Soybean oil is typically cheaper and bo