Introduction The progression of counseling rounds significantly influences the final admission landscape for engineering aspirants in Karnataka. Typically, the first round establishes a high benchmark, reflecting the choices of top-ranking students. As the process moves to the second round, seats become available due to withdrawals or upgrades, of