Ineluctable Background Checking on Social Networks: Linking Job Seeker's Resume and Posts

摘要

A growing source of concern is that the privacy of individuals can be violated by linking information from multiple sources. For example, the linking of a person's anonymized information with other information about that person can lead to de-anonymization of the person. To investigate the social risks of such linking, we investigated the use of social networks for background checking, which is the process of evaluating the qualifications of job seekers, and evaluated the risk posed by the linking of information the employer already has with information on social networks. After clarifying the risk, we developed a system that links information from different sources: information extracted from a job seeker's resume and anonymous posts on social networks. The system automatically calculates the similarity between information in the resume and in the posts, and identifies the job seeker's social network accounts even though the profiles may have been anonymized. As a part of our system, we developed a novel method for quantifying the implications of terms in a resume by using the posts on social networks. In an evaluation using the resumes of two job seekers and the tweets of 100 users, the system identified the accounts of both job seekers with reasonably good accuracy (true positive rate of 0.941 and true negative rate of 0.999). These findings reveal the real social threat of linking information from different sources. Our research should thus form the basis for further study of the relationship between privacy in social networks and the freedom to express opinions.