Students and their parents have become more and more aware of the importance of gaining higher education in India. Government of India, as well as state governments, has been framing various policies to promote higher education in various fields such as engineering, management, and hotel management, medical and allied disciplines. An attempt has been made to analyze the expectations of students pursuing higher education in the state of Punjab and Haryana in India. For this, Clustering approach has been used. Students studying in selected engineering colleges have been approached. Two clusters have been evolved: Career-Oriented Students and Society Conscious Students. This research gives further directions for the future as the same can be conducted in other institutes and in other cities, states, and countries too.