Microsoft Technology Licensing, LLC

Caleb Timothy Johnson

Parul Jain

Anthony Duane Duerr

Kevin Kao

Hang Zhang

Li Zhou

Vijay K Dialani

Girish Kathalagiri Somashekariah

Benjamin Hoan Le

Nadia Fawaz

Kumaresh Pattabiraman

Jeffrey Warren Lee

Kevin Chuang

Armen N Hamstra

Sumanth Kolar

Dezhen Li

Minhtu Nguyen

Yixiao Lu

Mohammad Aleagha

Techniques for enhancing usability and electronic resource efficiency using job relevance are disclosed herein. In some embodiments, a list of a predetermined number of top job openings for a member of the social networking system is generated. The list is communicated to a device of the user for presentation in a user interface on the device. The user interface allows the member to browse through and provide an indication of a lack of relevancy of each of the list of the predetermined number of top job openings to the member and an indication of a reason for the lack of relevancy. Based on the user providing the indication of the lack of relevancy and the reason, a modified relevancy assessment of each of the plurality of job openings is generated. The list of the predetermined number of top job openings for the member is regenerated and communicated to the device.

Specialized user interfaces and processes for increasing user interactions with job postings in a social network/top jobs

The disclosed embodiments provide a system for processing data. During operation, the system receives, over a set of event streams, a set of logging events for actions performed between members and jobs over multiple channels. Next, the system aggregates a subset of the logging events spanning a logging window by a reference identifier (ID) generated based on a user session of a member, a first member ID for the member, and a first job ID for a job. The system then creates, based on a unified data logic, a record containing a subset of the actions represented by the logging events and contexts for the subset of the actions. Finally, the system outputs the record for use in subsequent analysis associated with the member and the job.

Unified logging of actions for labeling

In an embodiment, the disclosed technologies include storing, in one or more searchable digital data structures, a set of digital entitlements; where an entitlement of the set of digital entitlements identifies a distinct computer functionality and a downstream service that can perform the distinct computer functionality using digital data; storing, in the one or more searchable digital data structures, a digital data entity; where the digital data entity includes a subset of the set of digital entitlements; storing, in the one or more searchable digital data structures, a digital mapping that associates digital data entities with entitlements of the set of digital entitlements; exposing the set of digital entitlements for use by the downstream service; exposing the digital data entity for use by an upstream service; in response to a creation of or an update of an instance of digital data via the upstream service, using the digital mapping to determine to perform the distinct computer functionality using the instance of digital data or to determine not to perform the distinct computer functionality using the instance of the digital data.

Entitlement-driven communication of functionality privileges between network-based services

The disclosed embodiments provide a system for processing data. During operation, the system obtains events reflecting responses by a user to job recommendations outputted to the user. Next, the system updates a set of features for the user from the events. The system then includes the updated set of features in a feature repository for use by a statistical model in generating a ranking of jobs for the user. Finally, the system retrains the statistical model using the events prior to using the statistical model to update the outputted job recommendations using the ranking.

Nearline updates to personalized models and features

Growing community of inventors

Santa Clara, CA, United States of America

Caleb Timothy Johnson