In a large bowl, toss the red cabbage, red onion, carrot, jalapeno and cilantro. In a separate small bowl, whisk together the olive oil, sherry vinegar, and sugar. Season with salt and pepper to taste.
Pour the dressing into the slaw and toss. Cover bowl tightly with plastic wrap and chill for at least 30 minutes before serving.