Abstract: Methods and systems for providing career advice to a college student are disclosed. In some embodiments, the method may include receiving one or more user vocational interests of the college student and generating a user interest vector based on the one or more user vocational interests. The method may include receiving vocational interests of college affiliates, data regarding events, or data regarding job opportunities. The method may include assigning resource vocational interests to college affiliates, events, or job opportunities. The method may generate resource interest vectors associated with college affiliates, events, or job opportunities wherein each resource interest vector is based on the respective resource vocational interests. The method may compute one or more distances between the user interest vector and one or more resource interest vectors. The method may generate one or more recommendations of advice connections, events, or job opportunities based on the computed distances.