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Using online data and network-based text analysis in HRM research

机译:在HRM研究中使用在线数据和基于网络的文本分析

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摘要

Purpose The purpose of this paper is to propose new directions for human resource management (HRM) research by drawing attention to online data as a complementary data source to traditional quantitative and qualitative data, and introducing network text analysis as a method for large quantities of textual material. Design/methodology/approach The paper first presents the added value and potential challenges of utilising online data in HRM research, and then proposes a four-step process for analysing online data with network text analysis. Findings Online data represent a naturally occuring source of real-time behavioural data that do not suffer from researcher intervention or hindsight bias. The authors argue that as such, this type of data provides a promising yet currently largely untapped empirical context for HRM research that is particularly suited for examining discourses and behavioural and social patterns over time. Practical implications While online data hold promise for many novel research questions, it is less appropriate for research questions that seek to establish causality between variables. When using online data, particular attention must be paid to ethical considerations, as well as the validity and representativeness of the sample. Originality/value The authors introduce online data and network text analysis as a new avenue for HRM research, with potential to address novel research questions at micro-, meso- and macro-levels of analysis.
机译:目的本文的目的是通过吸引人们注意在线数据作为传统定量和定性数据的补充数据源,并引入网络文本分析作为处理大量文本的方法,从而为人力资源管理(HRM)研究提出新的方向。材料。设计/方法/方法本文首先介绍了在HRM研究中利用在线数据的附加值和潜在挑战,然后提出了使用网络文本分析对在线数据进行分析的四个步骤。调查结果在线数据代表自然而然的实时行为数据来源,不会受到研究人员干预或后见之明的影响。作者认为,此类数据为人力资源管理研究提供了一个有希望但目前尚未开发的经验背景,特别适合于随着时间的推移研究话语,行为和社会模式。实际意义尽管在线数据为许多新颖的研究问题带来了希望,但对于寻求在变量之间建立因果关系的研究问题而言,它就不太合适。使用在线数据时,必须特别注意道德考量以及样本的有效性和代表性。原创性/价值作者介绍在线数据和网络文本分析作为人力资源管理研究的新途径,并有可能在微观,中观和宏观层面解决新的研究问题。

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