Machine learning-driven user profile updates for job matching

A non-transitory computer readable medium storing instructions operable to cause one or more processors to perform operations comprising:

• receiving, by a web server of a web platform that hosts job postings and stores records associated with job seekers and from a device of a job seeker, a hypertext transport protocol request for a job feed that is of the web platform and based on information associated with the job seeker;
• inferencing, by the web platform in response to the hypertext transport protocol request, against a corpus of the web platform using a supervised neural network to identify, for each of multiple job postings to include within the job feed, one or more job qualifications required for the job posting that are missing from job qualifications of the job seeker, wherein the supervised neural network is trained to contextually evaluate user profile information against job qualifications of the job postings hosted by the web platform using job posting data of the corpus of a web platform and a knowledge graph classifying semantically normalized information associated with the corpus of the web platform;
• outputting, by the web server in response to the hypertext transport protocol request and based on output of the inferencing using the supervised neural network, a graphical user interface for display at the device of the job seeker, wherein the graphical user interface simultaneously presents visual elements associated with each of the multiple job postings, wherein the visual elements associated with a given job posting of the multiple job postings includes at least a first visual element using a first color and symbol to indicate a first job qualification of the given job posting that is met by the job seeker and a second visual element using a second color and symbol to indicate a missing status of a second job qualification of the given job posting, and wherein the graphical user interface further presents interactive prompts for each of the visual elements that uses the second color and symbol;
• updating, automatically by the web platform, the graphical user interface to batch process the multiple job postings in response to input obtained from the device of the job seeker based on interactions with the interactive prompts within the graphical user interface, wherein the batch processing of the multiple job postings causes changes, within the job feed, to at least one visual element of at least one of the multiple job postings;
• and
• outputting, by the web server for display at the device of the job seeker, the updated graphical user interface to present, to the job seeker, the changes to the at least one visual element of the at least one of the multiple job postings.

A system, comprising:

• a memory subsystem configured to store instructions;
• and
• processing circuitry configured to execute the instructions to:
• inference, by a web platform that hosts job postings and stores records associated with job seekers in response to a hypertext transport protocol request for a job feed that is of the web platform and based on information associated with a job seeker, against a corpus of the web platform using a supervised neural network to identify, for each of multiple job postings to include within the job feed, one or more job qualifications required for the job posting that are missing from job qualifications of the job seeker, wherein the supervised neural network is trained to contextually evaluate user profile information for job seekers of the web platform using job posting data of the corpus of a web platform and a knowledge graph classifying semantically normalized information associated with the corpus of the web platform;
• prompt, via a graphical user interface displaying information of the job feed and output by a web server of the web platform in response to the hypertext transport protocol request and based on output of the inference using the supervised neural network, a device of the job seeker to indicate whether the job seeker meets the one or more job qualifications, wherein the graphical user interface simultaneously presents visual elements associated with each of the multiple job postings, wherein the visual elements associated with a given job posting of the multiple job postings includes at least a first visual element using a first color and symbol to indicate a first job qualification of the given job posting that is met by the job seeker and a second visual element using a second color and symbol to indicate a missing status of a second job qualification of the given job posting, and wherein the graphical user interface further presents interactive prompts for each of the visual elements that uses the second color and symbol;
• and
• update, automatically by the web platform, the graphical user interface to batch process the multiple job postings in response to input obtained from the device of the job seeker based on interactions with the interactive prompts within the graphical user interface, wherein the batch processing of the multiple job postings causes changes, within the job feed, to at least one visual element of at least one of the multiple job postings.