Abstract: The present disclosure involves systems, software, and computer implemented methods for humanizing the onboarding buddy recommendation process. One example method includes obtaining, at an employee management software system, a first psychometric profile of a first person. A plurality of psychometric profiles of a plurality of persons from a database are accessed by the employee management software system from a database. The first psychometric profile and the plurality of psychometric profiles are processed by the employee management software system through a self-learning machine learning model to generate a list of persons. A second person in the list is assigning, within the employee management software system, to have a matching relationship with the first person.