Systems and methods for initiating communication between users based on machine learning techniques

A system for initiating electronic communication between users of a communication group, comprising:

• a data storage device storing instructions;
• and
• one or more processors configured to execute the instructions to perform a method comprising:
• receiving, at a server processor, a first set of input data from a first user device of a first user;
• receiving, at the server processor, a second set of input data from a second user device of a second user;
• receiving, at the server processor, first objective measurements of one or more electronic communication sessions between the first user and the second user, wherein the first objective measurements include a tone of communication comprising a duration of communication and a rate of communication;
• updating, by the server processor, a machine learning model based on the first set of input data from the first user, the second set of input data from the second user, and the or more electronic communication sessions between the first user and the second user;
• receiving, at the server processor, real-time data from an external server, the real-time data corresponding to at least one of the first user and the second user;
• determining, by the server processor, a communication availability score for the one or more electronic communication sessions between the first user and the second user based on comparing the real-time data and the updated machine learning model;
• based on the communication availability score exceeding a predetermined threshold, transmitting, by the server processor, an electronic notification to one or both of the first user device of the first user and the second user device of the second user;
• and
• monitoring post-communication actions including post-communication ratings of the first user and the second user in order to schedule one or more subsequent electronic communication sessions.

A non-transitory computer readable medium including instructions for initiating electronic communication sessions between users of a communication group, the instructions when executed by a server processor, cause the server processor to perform steps comprising:

• receiving, at the server processor, a first set of input data from a first user device of a first user;
• receiving, at the server processor, a second set of input data from a second user device of a second user;
• receiving, at the server processor, first objective measurements of one or more electronic communication sessions between the first user and the second user, wherein the first objective measurements include a tone of communication comprising a duration of communication and a rate of communication;
• updating, by the server processor, a machine learning model based on the first set of input data from the first user, the second set of input data from the second user, and the one or more electronic communication sessions between the first user and the second user;
• receiving, at the server processor, real-time data from an external server, the real-time data corresponding to at least one of the first user and the second user;
• determining, by the server processor, a communication availability score for the one or more electronic communication sessions between the first user and the second user based on comparing the real-time data and the updated machine learning model;
• based on the communication availability score exceeding a predetermined threshold, transmitting, by the server processor, an electronic notification to one or both of the first user device of the first user and the second user device of the second user;
• and
• monitoring post-communication actions including post-communication ratings of the first user and the second user in order to schedule one or more subsequent electronic communication sessions.