Microsoft Technology Licensing, LLC

Siyu You

Aman Grover

Jie Xiao

Yawen Wei

Kaiyang Liu

Dayun Li

Nihar Niranjan Mehta

Manoj Rameshchandra Thakur

Divye Khilnani

Mingyuan Zhong

Krishnaram Kenthapadi

Songtao Guo

Parul Jain

Romer E Rosales-Delmoral

Christopher Matthew Degiere

Fedor Vladimirovich Borisyuk

A system and method for inferring service opportunities are provided. In example embodiments, a member event associated with a particular member of a social networking service is detected. In response to detecting the member event, a service request for a particular service is inferred based on the member event. A provider member capable of fulfilling the inferred service request is identified among members of the social networking service. A match score for each of the identified provider members is calculated. The identified provider members are ranked according to the calculated match score. At least a portion of the ranked identified provider members are presented on a user interface.

Inferring service opportunities

A member profile including a vector containing a field for each of a plurality of skills and a rating of one or more of the skills in the vector for a member of a social networking service is obtained. A first distance indicating a vector distance between the vector of the member profile and a vector of a hypothetical member profile representing the perfect job candidate is obtained. A hypothetical member profile for the member is created by combining the vector of the member profile with the indication of how each of the one or more skills is improved through taking the course from course information. A second distance between the member and the hypothetical perfect candidate for the job is obtained, and the difference between the first distance and the second distance is calculated to determine an estimate of how much the course will increase the member's job chances.

Estimating effects of courses

A content item generation system which implements techniques for selecting and identifying content items to return in response to a request is described. For example, the content item generation system may separate requirements included with a request into first and second sets of requirements. The first set of requirements may be used to identify which content items or content item campaigns may be suitable to respond to the request. The second set of requirements may be used to determine whether items associated with the selected content items or content item campaigns correspond to technical requirements specified in the request.

Multi-step validation of content items based on dynamic publisher requirements

A method of optimizing online advertising campaign allocations is disclosed. It is determined that an auction for a set of advertising slots has been triggered. It is identified that the advertising campaigns are configured to bid on the set of advertising slots. A ranking score for each of the advertising campaigns is determined. The ranking scores are adjusted for each cost-per-click advertising campaign of the set of advertising campaigns by an adjustment factor specific to a context of the auction. The set of advertising slots is allocated to the winners of the auction. The winners of the auction are communicated for integration into a content page.

Optimizing online advertising campaign allocations

A system and method for inferring service providers are provided. In example embodiments, member data of members of a social networking service is accessed. From the member data, it is inferred that a particular member among the members of the social networking service is a freelancer member. A service request that the freelancer member is capable of fulfilling is identified based on a service request skill associated with the service request and a freelancer skill of the freelancer member. An option for the freelancer member to fulfill the service request is presented on a user interface of a user device of the freelancer member.

Inferring service providers

A media item cache manager system which implements techniques for efficiently using cache memory to respond to requests. The cache memory may include information on items along with a status indicator for each of the items, indicating different status information. Some examples of possible status indicators include valid, invalid, or in-progress indicators.

Using status indicators in an item caching environment

A request intermediary processing system which implements techniques to allow tracking of responses to requests when there is an intermediary. In an embodiment, the intermediary includes an internal exchange. The internal exchange may manage one or more content item providers and select content items from among the one or more internal content item providers to respond to requests. The intermediary may include, when responding to a request, inserting or embedding a token or other means so that the integrity of a content item provider-specific tracking data is maintained, while including request intermediary processing system-specific tracking data.

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Santa Clara, CA, United States of America

Siyu You