Introduction  The CMR Institute of Technology has undergone a strategic academic transformation to align its educational outcomes directly with modern corporate expectations. Recognizing that degrees alone are insufficient, the institution has shifted toward a skill-oriented model that emphasizes technical mastery and professional polish. By co