Elia Rigamonti, Benedetta Colaiacovo, L. Gastaldi, Mariano Corso
{"title":"HR analytics and the data collection process: the role of attributions and perceived legitimacy in explaining employees’ fear of datafication","authors":"Elia Rigamonti, Benedetta Colaiacovo, L. Gastaldi, Mariano Corso","doi":"10.1108/joepp-06-2023-0246","DOIUrl":null,"url":null,"abstract":"PurposeThis paper analyzes employees’ perceptions of data collection processes for human resource analytics (HRA). More specifically, we study the effect that information sharing practices have on employees’ attributions (i.e. benevolent vs malevolent) through the perceived legitimacy of data collection and monitoring processes. Moreover, we investigate whether employees’ emotional reaction (i.e. fear of datafication) depends on their perceived legitimacy and attributions.Design/methodology/approachThe research is based on a sample of 259 employees operating for an Italian consulting firm that developed and implemented HRA processes in the last 3 years. The hypothesized model has been tested using structural equation modeling (SEM) on Stata 14.FindingsThis paper demonstrates the mediating role of perceived legitimacy in the relationship between information sharing practices and employees’ benevolent and malevolent attributions about data collection and monitoring processes for HRA practices. Results also reveal that perceived legitimacy predicts employees’ fear of datafication, with benevolent attributions that partially mediate this relationship.Practical implicationsThis research indicates that employees perceive, try to make sense of and emotionally react to HRA processes. Moreover, we reveal the crucial role of information sharing practices and perceived legitimacy in determining employees’ attributions and emotional reactions to data collection and monitoring processes.Originality/valueCombining human resource (HR) attributions, HR system strength, information processing and signaling theories, this work explores employees’ perception, attributive processes and emotional reactions to data collection processes for HRA practices.","PeriodicalId":514623,"journal":{"name":"Journal of Organizational Effectiveness: People and Performance","volume":"5 2","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-05-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Organizational Effectiveness: People and Performance","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1108/joepp-06-2023-0246","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
PurposeThis paper analyzes employees’ perceptions of data collection processes for human resource analytics (HRA). More specifically, we study the effect that information sharing practices have on employees’ attributions (i.e. benevolent vs malevolent) through the perceived legitimacy of data collection and monitoring processes. Moreover, we investigate whether employees’ emotional reaction (i.e. fear of datafication) depends on their perceived legitimacy and attributions.Design/methodology/approachThe research is based on a sample of 259 employees operating for an Italian consulting firm that developed and implemented HRA processes in the last 3 years. The hypothesized model has been tested using structural equation modeling (SEM) on Stata 14.FindingsThis paper demonstrates the mediating role of perceived legitimacy in the relationship between information sharing practices and employees’ benevolent and malevolent attributions about data collection and monitoring processes for HRA practices. Results also reveal that perceived legitimacy predicts employees’ fear of datafication, with benevolent attributions that partially mediate this relationship.Practical implicationsThis research indicates that employees perceive, try to make sense of and emotionally react to HRA processes. Moreover, we reveal the crucial role of information sharing practices and perceived legitimacy in determining employees’ attributions and emotional reactions to data collection and monitoring processes.Originality/valueCombining human resource (HR) attributions, HR system strength, information processing and signaling theories, this work explores employees’ perception, attributive processes and emotional reactions to data collection processes for HRA practices.
本文分析了员工对人力资源分析(HRA)数据收集过程的看法。更具体地说,我们研究了信息共享实践通过感知数据收集和监控流程的合法性对员工归因(即善意与恶意)的影响。此外,我们还研究了员工的情绪反应(即对数据化的恐惧)是否取决于他们感知到的合法性和归因。研究以一家意大利咨询公司的 259 名员工为样本,该公司在过去 3 年中开发并实施了 HRA 流程。本文证明了感知合法性在信息共享实践与员工对 HRA 实践的数据收集和监控流程的善意和恶意归因之间的关系中起到了中介作用。研究结果还显示,感知到的合法性预测了员工对数据化的恐惧,而善意归因部分地调解了这种关系。此外,我们还揭示了信息共享实践和感知合法性在决定员工对数据收集和监控过程的归因和情绪反应方面的关键作用。原创性/价值这项研究结合了人力资源(HR)归因、人力资源系统强度、信息处理和信号理论,探讨了员工对人力资源管理实践的数据收集过程的感知、归因过程和情绪反应。