A web data analysis system, computer software product, and method of operation thereof, that uses Internet based data sources, and which operates in an automated manner to collect weighted visitor behavior statistics, and consolidate collected data into a single qualification score to accompany and supplement the entry of web site visitor information for printing, distribution or entry into a sales, prospect or contact management system.