Analysis of the Relationship among Recruitment Evaluations and Personality Impressions using Video Interviews

Mika Inadomi, Akira Kuzuhara, Shizu Itaka, Aya Ishigaki, Taku Harada, Tomomichi Suzuki
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Abstract

Face-to-face interviews suffer from the problem that recruitment evaluations depend on the individual skills of the interviewer. Video interviewing is one potential solution to this problem, as it enables quality control over evaluations. However, there has been little research into using information gathered from video interviews to generate recruitment evaluation scores. In this paper, we research whether video interviews enable impressions to be formed of interviewees’ personalities, as outward impressions are more important than actual personality for recruitment interviews and in the service industry. We use the “Big Five” measures of personality traits and integrate scores using Item Response Theory and mean of standardized value. We also categorize personality impression items into three groups: items that raters give different scores, items that raters give similar scores, and items that cannot be evaluated in a video interview. Regression analysis shows that the items of the former two types explain 68.2% of the variance in hiring decisions. The impression of Extraversion was often observed in video and affected Smile and Voice Tone evaluations regarding recruitment. The impressions of openness and dutifulness have positive effects on hiring decision. This research indicates that it is possible to obtain personality scores that support recruitment activities from video interviews via, for example, machine learning.
基于视频面试的招聘评价与人格印象关系分析
面对面面试存在招聘评估取决于面试官个人技能的问题。视频面试是这个问题的一个潜在解决方案,因为它可以对评估进行质量控制。然而,很少有研究利用从视频面试中收集的信息来产生招聘评估分数。在本文中,我们研究视频面试是否能使面试者的性格形成印象,因为在招聘面试和服务行业中,外在印象比实际性格更重要。我们使用人格特质的“大五”测量,并使用项目反应理论和标准化价值均值来整合得分。我们还将性格印象项目分为三组:评分者给出不同分数的项目,评分者给出相似分数的项目,以及无法在视频采访中评估的项目。回归分析表明,前两种类型的项目解释了雇佣决策中68.2%的方差。外向性的印象经常在视频中观察到,并影响到招聘时的微笑和语调评估。开放和尽职的印象对招聘决策有积极影响。这项研究表明,通过机器学习等方法,可以从视频面试中获得支持招聘活动的个性分数。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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