Introduction The declaration of the state-level engineering entrance exam scores creates massive career opportunities across Karnataka. Aspiring students analyse their performance metrics carefully to evaluate engineering institution options. Securing a merit seat depends heavily on the final scorecards and rank lists published online. Candidates