Multi-objective optimization of job applications redistribution

A system comprising:

• one or more processors;
• and
• a non-transitory computer readable storage medium comprising instructions that when executed by the one or processors cause the one or more processors to perform operations comprising:
• accessing a member profile that represents a member in an online connection network and a set of candidate job postings maintained by the online connection network, each job in the set of candidate job postings is an electronic listing of a job opening comprising job features;
• for jobs from the set of candidate job postings:
• determining a value of a next application for the job,
• executing a relevance machine learning model to predict relevance of the job,
• calculating a rank of the job by multiplying the relevance of the job by the value of the next application for the job;
• and
• including a subset of jobs from the set of candidate job postings, based on their respective ranks, into a user interface (UI) for presentation to the member on a display device.

A machine-readable non-transitory storage medium having instruction data executable by a machine to cause the machine to perform operations comprising:

• accessing a member profile that represents a member in an online connection network and a set of candidate job postings maintained by the online connection network, each job in the set of candidate job postings is an electronic listing of a job opening comprising job features;
• for jobs from the set of candidate job postings:
• determining a value of a next application for the job,
• executing a relevance machine learning model to predict relevance of the job,
• calculating a rank of the job by multiplying the relevance of the job by the value of the next application for the job;
• and
• including a subset of jobs from the set of candidate job postings, based on their respective ranks, into a user interface (UI) for presentation to the member on a display device.