Abstract: Provided is a process including: determining, based on a machine learning model, a measure of outcome success for a set of job requisitions, the machine learning model trained to determine measures of outcome success for job requisitions based on a set of job requisition training data, and the set of job requisition training data comprising: a set of historical job requisitions; and job outcomes for the set of historical job requisitions; ranking, based on the measure of outcome success, the set of job requisitions to generate a ranked set of job requisitions; and providing, to a job candidate, one or more job requisitions of the ranked set of job requisitions for selection of a job requisition for application by the job candidate.