With the tremendous increase in web technologies, many people are conveying and expressing their feelings through social media. These data collections, called big data, can be of high value to institutions, governments, and researchers if analyzed and interpreted as well. Most of the studies on sentiment analysis have been performed for the English language and few of these works focus on Arabic. Further, these studies rarely focus on colloquialisms, and no research was carried out on Twitter data related to Saudi universities.