Interest matched interaction initialization

At least one computer readable medium including instructions for interest matched interaction initialization that, when executed by a computer, cause the computer to perform operations to:

• obtain a first set of profile attributes for a first user and second set of profile attributes for a second user;
• identify a first set of data sources using the first set of profile attributes and a second set of data sources using the second set of profile attributes;
• collect a first dataset using the first set of data sources and a second dataset using the second set of data sources, wherein the first dataset includes text of an information exchange between the first user and the second user;
• generate an interest vector model using data elements of the first dataset based on an interest identified in the first dataset, wherein the interest vector model includes variables indicating a preference for the interest, and wherein the variables include a keyword count for keywords related to the interest, social media posting frequency corresponding to the interest, number of likes of social media posts corresponding to the interest, and a number of comments posted for content corresponding to the interest;
• evaluate the second dataset using the interest vector model to identify the interest in the second dataset and to identify the interest as a shared interest, wherein the interest is identified in part based on the text of the information exchange between the first user and the second user that correspond to the keywords of the keyword count variable of the interest vector model;
• determine a current communication channel in use by the second user at a time of the evaluation using the second set of profile attributes;
• generate an interaction initialization item using the current communication channel by identifying content associated with the shared interest in a third dataset;
• and
• transmit the interaction initialization item to a display device using the current communication channel, wherein the display device provides a graphical user interface to the second user.

A method for interest matched interaction initialization, the method comprising:

• obtaining a first set of profile attributes for a first user and second set of profile attributes for a second user;
• identifying a first set of data sources using the first set of profile attributes and a second set of data sources using the second set of profile attributes;
• collecting a first dataset using the first set of data sources and a second dataset using the second set of data sources, wherein the first dataset includes text of an information exchange between the first user and the second user;
• generating an interest vector model using data elements of the first dataset based on an interest identified in the first dataset, wherein the interest vector model includes variables indicating a preference for the interest, and wherein the variables include a keyword count for keywords related to the interest, social media posting frequency corresponding to the interest, number of likes of social media posts corresponding to the interest and a number of comments posted for content corresponding to the interest;
• evaluating the second dataset using the interest vector model to identify the interest in the second dataset and to identify the interest as a shared interest, wherein the interest is identified in part based on the text of the information exchange between the first user and the second user that correspond to the keywords of the keyword count variable of the interest vector model;
• determining a current communication channel in use by the second user at a time of the evaluation using the second set of profile attributes;
• generating an interaction initialization item using the current communication channel by identifying content associated with the shared interest in a third dataset;
• and
• transmitting the interaction initialization item to a display device using the current communication channel, the display device providing a graphical user interface to the second user.