Cirkled-In is "LinkedIn for students and colleges –Only Better!" -a Data Analytics and Machine Learning based college recruitment platform, making best-fit match between students and colleges, creating win-win, while leveling the playing fields for all students. With the best fit match, colleges meet their enrollment goals along with equity and diversity goals and improve follow on metrics of retention, graduation and employability.