Customized career counseling and management

Patent metadata

Field	Value
Publication number	US-11158016-B2
Application number	US-201916358870-A
Country	US
Kind code	B2
Filing date	Mar 20, 2019
Priority date	Mar 20, 2019
Publication date	Oct 26, 2021
Grant date	Oct 26, 2021

Abstract

Systems, methods, and computer program products leveraging the use of data collection, analytics and predictive modeling to selectively provide customized career and education counseling based on each individual user's interests, personality, preferences, geographic location, habits and experiences. The collected user data and user-defined parameters define a user profile, providing insight into career or educational options best suited to the user. Further educational and career information may be collected and presented to the user, including enrollment information from one or more colleges and universities, specific educational programs aligned with the user's defined profile, and descriptions of courses and curriculum. The presentation of the career and educational information to the user may be tracked using a recording device and the reaction of the user while viewing the presented content may be used to gauge user interest in the presented materials and as feedback to improve future recommendations and presentations of materials.

First claim

What is claimed is:

1. A computer-implemented method comprising the steps of:
anonymizing, by a processor, gathered user data, removing one or more fields identifying a user and scrubbing personally identifying information from the gathered user data; defining, by the processor, a user profile based on the gathered user data and user-defined parameters; matching, by the processor, the user profile to a vocational option described by a record of a knowledge base using an ontology maintained by the knowledge base, wherein the ontology comprises relationships and properties of existing and known vocational options and the ontology is represented by a graph, with each node of the graph containing parameters, associated with the vocational option; gathering, by the processor, vocational data from one or more data sources for the vocational option matched to the user profile; ranking, by the processor, each vocational option matched to the user profile based on user interests, user personality and the user-defined parameters; generating, by the processor, an interactive report comprising portions containing expandable sections and subsections that are manipulatable by a user, said interactive report compiling a description of each vocational option matched to the user profile and the vocational data gathered from the one or more data sources and includes text images, audio, video or interactive media portions embedded within the interactive report the user navigates to reveal the vocational data gathered from the one or more data sources for the vocational option matched to the user profile; displaying, by the processor, the interactive report to a user for manipulation, as part of an interactive user interface; tracking, by the processor, physical or physiological reactions of the user via a recording device or sensor device during manipulation and navigation of the interactive report by the user via the interactive user interface; and updating, by the processor, the user profile and the ontology based on feedback data describing the physical or physiological reactions of the user recorded by the recording device or the sensor device while viewing the interactive report and adjusting rankings of the vocational option matched to the user profile.

2. The method of claim 1 further comprising the steps of:
analyzing by the processor, the physical or physiological reactions of the user to identify interest by the user for each vocational option presented by the interactive report, wherein the physical or physiological reactions are selected from the group consisting of gestures, facial expressions, eye movements, voice patterns and vocal comments of the user.

3. The method of claim 1 , wherein defining the user profile further comprises: selecting, by the processor, a pre-defined profile template modeled using the ontology and historical data; assigning, by the processor, the profile template most closely aligned with the gathered user data and the user-defined parameters; and periodically adjusting or changing, by the processor, the pre-defined profile template to another template in response to changes in the gathered user data and the pre-defined user parameters.

4. The method of claim 1 , wherein the recording device is selected from the group consisting of a camera, digital recording device, microphone and a combination thereof.

5. The method of claim 1 , wherein the gathered user data includes location data collected from global positioning system (GPS) hardware or geographic location services; and inputting, by the processor, into the user-defined parameters a geographic location restriction limiting vocational data from one or more data sources for the vocational option matched to the user profile within a distance from the location data collected by the GPS hardware or the geographic location services.

6. The method of claim 1 , wherein the vocational data is selected from the group consisting of course & curriculum data, occupational data and a combination thereof.

7. The method of claim 1 , wherein the user data is selected from the group consisting of a messenger application data, social media network data, browser history data, viewed video data, geographical location data, and a combination thereof.

8. A computer system comprising: a processor; and a computer-readable storage media coupled to the processor, wherein the computer-readable storage media contains program instructions executing a computer-implemented method comprising the steps of: anonymizing gathered user data, removing one or more fields identifying a user and scrubbing personally identifying information from the gathered user data; defining a user profile based on the gathered user data and user-defined parameters; matching the user profile to a vocational option described by a record of a knowledge base using an ontology maintained by the knowledge base, wherein the ontology comprises relationships and properties of existing and known vocational options and the ontology is represented by a graph, with each node of the graph containing parameters associated with the vocational option; gathering vocational data from one or more data sources for the vocation matched to the user profile; ranking each vocational option matched to the user profile based on user interests, user personality and the user-defined parameters:
generating an interactive report comprising portions containing expandable sections and subsections that are manipulatable by a user, said interactive report compiling a description of each vocational option matched to the user profile and the vocational data gathered from the one or more data sources and includes text images, audio, video or interactive media portions embedded within the interactive report the user navigates to reveal the vocational data gathered from the one or more data sources for the vocational option matched to the user profile; displaying the interactive report to a user for manipulation, as part of an interactive user interface; tracking physical or physiological reactions of the user via a recording device or sensor device during manipulation and navigation of the interactive report by the user via the interactive user interface; and updating the user profile and the ontology based on feedback data describing the physical or physiological reactions of the user recorded by the recording device or the sensor device while viewing the interactive report and adjusting rankings of the vocational option matched to the user profile.

9. The computer system of claim 8 , further comprising the steps of: analyzing the physical or physiological reactions of the user to identify interest by the user for each vocational option presented by the interactive report, wherein the physical or physiological reactions are selected from the group consisting of gestures, facial expressions, eye movements, voice patterns, and vocal comments of the user.

10. The computer system of claim 8 , wherein defining the user profile further comprises comprises: selecting a pre-defined profile template modeled using the ontology and historical data: assigning the profile template most closely aligned with the gathered user data and the user-defined parameters; and periodically adjusting or changing the pre-defined profile template to another template in response to changes in the gathered user data and the pre-defined user parameters.

11. The computer system of claim 8 , wherein the recording device is selected from the group consisting of a camera, digital recording device, microphone and a combination thereof.

12. The computer system of claim 8 , wherein the gathered user data includes location data collected fr

Assignees

• IBM

Inventors

• Varga Sergio
• Stelmar Netto Marco Aurelio
• Trevisan Daniela
• Schwartz Yankel

Classifications

• G06Q10/1053

  Employment or hiring · CPC title

• G06Q50/205 Primary

  Education administration or guidance · CPC title

• G06N3/088

  Non-supervised learning, e.g. competitive learning · CPC title

• G06N20/10

  using kernel methods, e.g. support vector machines [SVM] · CPC title

• G06N5/02

  Knowledge representation; Symbolic representation · CPC title