A system filters profiles of an online business network as a function of recent college graduates who have recently become employed in first employment positions, and identifies codes associated with the first employment positions. The system filters job listings using the identified codes to identify job listings that are closed and similar to the first employment positions. The system stores the identified job listings that are similar to the first employment positions into a first subset of job listings, and analyzes the job descriptions in the first subset of job listings using a logistic regression to model job listings with predictor variables indicating whether the requirements expressed in the job descriptions—for example, requirements of previous work experience—are likely optional or mandatory. The system stores open job listings classified by the model as likely having optional requirements or mandatory requirements into a second subset of job listings, and displays the second subset of job listings to help recent college graduates with their job search.
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