Introduction The publication of the engineering entrance test metrics triggers the crucial decision-making phase for students across Karnataka. Aspirants evaluate different autonomous and private universities to select their preferred engineering specialisations based on historical trends. Securing a merit seat depends heavily on tracking the offi