招聘广告中的道德要求:一种深度学习的方法

IF 3.4 3区 管理学 Q2 MANAGEMENT European Management Review Pub Date : 2023-03-27 DOI:10.1111/emre.12569
Rong Liu, Ming Li, Lily, Sherry Sin, Michael Tan
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引用次数: 0

摘要

本研究探讨了招聘广告中的道德要求,以此了解就业市场对道德品质的要求。我们运用深度学习和自然语言处理技术分析了来自 13703 家公司的 196272 份招聘广告中的道德要求,这些招聘广告涉及多个行业和职业。这一庞大的样本使我们能够按行业和职业对招聘信息中的道德要求进行全面审查。具体而言,我们的结果显示,尽管人们对道德行为的关注度越来越高,但在我们的样本中,只有不到一半的招聘启事包含道德要求。与其他行业相比,IT 行业中包含道德要求的招聘信息最少。在本研究编码的道德要求主题中,职业标准义务出现的频率最高,而信息保密和隐私则较少。我们的研究结果对企业的道德实践和学术道德教育具有重要意义。
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Ethical requirements in job advertisements: A deep learning approach

This study examines ethical requirements in job advertisements as a proxy to understand how ethical qualities are required in the job market. We apply deep learning and natural language processing to analyze the ethical requirements in 196,272 job postings from 13,703 companies across a variety of industries and professions. This large sample allows us to generate a holistic review of ethical requirements in job postings by industry and profession. Specifically, our results show that less than half of the job postings in our sample include requirements for ethics, despite increased attention to ethical conduct. The IT industry had the fewest job postings with ethical requirements compared to other industries. Of the topics within ethical requirements coded in this study, obligations to professional standards occurred most frequently whereas information confidentiality and privacy are less prevalent. Our results have important implications for the ethical practices of businesses and academic ethical education.

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来源期刊
CiteScore
7.20
自引率
13.50%
发文量
52
期刊介绍: The European Management Review is an international journal dedicated to advancing the understanding of management in private and public sector organizations through empirical investigation and theoretical analysis. The European Management Review provides an international forum for dialogue between researchers, thereby improving the understanding of the nature of management in different settings and promoting the transfer of research results to management practice. Although one of the European Management Review"s aims is to foster the general advancement of management scholarship among European scholars and/or those academics interested in European management issues.
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