Learning opportunity as a critical attribute to attract employees in the context of startups: a text-mining approach

Jaekyo Seo, Raymond Leach, Suhyung Lee
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Abstract

Purpose

While founder characteristics have been studied extensively as a factor in attracting employees, organizational attributes of startups have received little attention. To fill the void, this study aims to examine organizational attributes of startups to attract employees.

Design/methodology/approach

This research collected 8,817 online employer reviews of 117 startups from Glassdoor.com. This research conducted two studies. In Study 1, a topic modeling approach was applied to identify startup attributes to attract employees having actual employer experience and to examine the importance and relationship of the attributes, drawing the person–organization fit theory. Study 2 used logistic regression analysis to explore the effect of identified attributes on employer attractiveness based on the signaling theory.

Findings

Study 1 found six attributes: high-quality coworkers, entrepreneurial culture, development, company outlook, physical office and stereotypical startup perks. This study also found high-quality coworkers, entrepreneurial culture and development are not only related to each other but also more critical attributes than other attributes. The core value of the three attributes can be conceptualized as “learning opportunity.” Study 2 found that employees attracted to “learning opportunity” are more likely to recommend their employers than instrumental attributes, including physical office and stereotypical startup perks.

Originality/value

This research elaborates on employer attributes to attract employees in the context of startup based on the real voices of employees having actual employer experience. Furthermore, this research extends the understanding of employer attributes contributing to employer attractiveness by combining qualitative review data with quantitative rating data.

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学习机会是初创企业吸引员工的关键因素:一种文本挖掘方法
目的虽然创始人特征作为吸引员工的一个因素已被广泛研究,但初创企业的组织属性却很少受到关注。为了填补这一空白,本研究旨在考察初创企业吸引员工的组织属性。本研究从 Glassdoor.com 上收集了 117 家初创企业的 8817 条在线雇主评论。本研究进行了两项研究。在研究 1 中,借鉴人与组织契合理论,采用主题建模法来识别初创企业吸引有实际雇主经验的员工的属性,并考察这些属性的重要性和关系。研究 2 基于信号传递理论,使用逻辑回归分析探讨了所识别的属性对雇主吸引力的影响。研究结果 研究 1 发现了六个属性:高质量同事、创业文化、发展、公司前景、实体办公室和刻板的初创企业福利。这项研究还发现,高质量同事、创业文化和发展不仅相互关联,而且比其他属性更为关键。这三个属性的核心价值可以概念化为 "学习机会"。研究 2 发现,受 "学习机会 "吸引的员工更有可能推荐他们的雇主,而不是工具性属性,包括实体办公室和刻板的初创公司福利。此外,本研究通过将定性评论数据与定量评分数据相结合,扩展了对雇主属性对雇主吸引力的理解。
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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来源期刊
CiteScore
5.10
自引率
13.60%
发文量
53
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