Methods and apparatus for generating a compound presentation that evaluates users and refining job listings using machine learning based on fit scores of users and extracted identifiers from job listings data
US12165109B2 · kind B2 · utility
Assignee
Inventor
Key dates
| Filing date | Dec 30, 2022 |
| Grant date | Dec 10, 2024 |
| Priority date | — |
| Expiry date | Dec 30, 2042 |
Classification
- Technology area (CPC G)Physics
- CPC primaryG06Q10/06398
- WIPO fieldIT methods for management
- WIPO sectorElectrical engineering
Abstract
An apparatus includes a processor and a memory storing instructions to cause the processor to receive (1) user data associated with a user, (2) target workforce data, (3) target role data, and (4) candidate pool data, randomly select a plurality of candidates from the candidate pool data, execute a machine learning model to generate matching scores for the user and each candidate to the target role data, to produce a matching score distribution, and generate, via a statistical model, a fit score for the user based on a number of candidates in a subset of candidates, where each candidate from the subset of candidates has a matching score lower than the user matching score.
Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.