Can a non-engineering PGDM student go for operations specialisation as a major? Is there any preference given to engineering students for operations jobs?

Yes. Operations needs analytical and managerial skills, not just engineering. While engineering students may have an edge in technical areas, non-engineers succeed if they develop quantitative and problem-solving skills. Focus on internships to prove capa