Recruitment filtering with personality-job fit model

Surattana Supjarerndee, Yaowadee Temtanapat, Utomporn Phalavonk
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引用次数: 7

Abstract

Many job applications on the Web provide only simple Boolean comparison using only basic information requirements (i.e., degree, age) for searching and matching jobs to candidates. The net effect is too many 'hits'. We showed that personality is an important factor for the hiring process and satisfaction of employers and employees. In designing better filters for searching and matching a job application on the Web, we considered this factor with general job requirements and then combined it with our matching process. We have tested our model using data obtained from applicants who applied for jobs with a company in Thailand. The results show that we are able to give a better match than that achieved using basic qualifications only.
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基于个性-工作匹配模型的招聘筛选
Web上的许多工作应用程序只提供简单的布尔比较,只使用基本信息要求(例如,学位、年龄)来搜索和匹配工作和候选人。最终的结果是太多的“命中”。我们发现,个性是影响招聘过程和雇主和雇员满意度的重要因素。在设计更好的过滤器来搜索和匹配Web上的工作申请时,我们将这个因素与一般的工作要求结合起来,然后将其与我们的匹配过程结合起来。我们使用从泰国一家公司申请工作的求职者那里获得的数据来测试我们的模型。结果表明,与仅使用基本限定条件相比,我们能够给出更好的匹配。
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