论文标题

“我雇用你吗?” - 一个个性化虚拟工作面试培训的系统

"GAN I hire you?" -- A System for Personalized Virtual Job Interview Training

论文作者

Heimerl, Alexander, Mertes, Silvan, Schneeberger, Tanja, Baur, Tobias, Liu, Ailin, Becker, Linda, Rohleder, Nicolas, Gebhard, Patrick, André, Elisabeth

论文摘要

求职面试通常是高风险的社交环境,在这些情况下,需要专业和行为技巧才能令人满意。专业的工作面试培训师会根据共同标准提供有关显示行为的教育反馈。对于提高工作面试所需的行为技能,这种反馈可能会有所帮助。产生此类反馈的技术方法可能是工作面试培训的嬉戏且低调的起点。因此,我们通过基于生成的对抗网络(GAN)的方法扩展了交互式虚拟工作面试培训系统,该方法首先检测到行为弱点并随后产生个性化的反馈。为了评估生成的反馈的有用性,我们使用求职培训系统的模型进行了一项混合方法的试点研究。总体研究结果表明,基于GAN的产生的行为反馈很有帮助。此外,参与者评估反馈将改善他们的工作面试绩效。

Job interviews are usually high-stakes social situations where professional and behavioral skills are required for a satisfactory outcome. Professional job interview trainers give educative feedback about the shown behavior according to common standards. This feedback can be helpful concerning the improvement of behavioral skills needed for job interviews. A technological approach for generating such feedback might be a playful and low-key starting point for job interview training. Therefore, we extended an interactive virtual job interview training system with a Generative Adversarial Network (GAN)-based approach that first detects behavioral weaknesses and subsequently generates personalized feedback. To evaluate the usefulness of the generated feedback, we conducted a mixed-methods pilot study using mock-ups from the job interview training system. The overall study results indicate that the GAN-based generated behavioral feedback is helpful. Moreover, participants assessed that the feedback would improve their job interview performance.

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