Navigation system with mobile engagement mechanism and method of operation thereof

A method of operation of a navigation system comprising:

• collecting a user's pattern;
• generating a filtered pattern by filtering the user's pattern with a current attribute;
• generating a mobile engagement score by calculating a weighted average from the filtered pattern and a user's current status;
• identifying a selected content by determining a content most frequently used during the filtered pattern;
• and
• formatting the selected content based on a user's current activity for displaying on a device.

A navigation system comprising:

• a pattern module for collecting a user's pattern;
• a pattern filter, coupled to the pattern module, for generating a filtered pattern by filtering the user's pattern with a current attribute;
• a regression module, coupled to the pattern filter, for generating a mobile engagement score by calculating a weighted average from the filtered pattern and a user's current status;
• and
• a content correlation module, coupled to the pattern module, for selecting a content based on the mobile engagement score for displaying on a device.