All ranking data was done relatively fast and is totally subjective. We worked on speed of a result to work with, rather than solving for the perfect ranking score.
Eg profile pictures were top marks if you looked positive, professional & natural. Marks were taken off for hats, glasses, or looking too “Instagram”