算法管理问卷的创建:一个六阶段量表开发过程

IF 6 2区 管理学 Q1 MANAGEMENT Human Resource Management Pub Date : 2023-07-16 DOI:10.1002/hrm.22185
Xavier Parent-Rocheleau, Sharon K. Parker, Antoine Bujold, Marie-Claude Gaudet
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引用次数: 0

摘要

关于算法管理(AM)的研究越来越多,但该领域缺乏测量工具来捕捉工人对这一现象的体验。在现有文献的基础上,我们开发并验证了算法管理问卷(AMQ),以测量工人对其接触算法管理程度的看法。在三个样本(总人数=1332 名千兆工人)中,我们展示了量表的内容效度、因子效度、判别效度、收敛效度和预测效度。最终的 20 个项目量表评估了工人对算法的感知程度:监控、目标设定、日程安排、绩效评级和报酬。这些维度构成了评估算法管理总体暴露程度的高阶结构,结果发现,正如预期的那样,算法管理暴露程度与工作自主性和工作复杂性等工作特征呈负相关,并间接与工作投入度呈负相关。补充分析表明,对算法管理暴露的感知反映了算法管理维度的客观存在,而不局限于暴露的个体差异。总之,研究结果表明,AMQ 适用于评估员工对算法管理的感知,这为进一步研究这些快速发展的系统的影响铺平了道路。
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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Creation of the algorithmic management questionnaire: A six-phase scale development process

There is an increasing body of research on algorithmic management (AM), but the field lacks measurement tools to capture workers' experiences of this phenomenon. Based on existing literature, we developed and validated the algorithmic management questionnaire (AMQ) to measure the perceptions of workers regarding their level of exposure to AM. Across three samples (overall n = 1332 gig workers), we show the content, factorial, discriminant, convergent, and predictive validity of the scale. The final 20-item scale assesses workers' perceived level of exposure to algorithmic: monitoring, goal setting, scheduling, performance rating, and compensation. These dimensions formed a higher order construct assessing overall exposure to algorithmic management, which was found to be, as expected, negatively related to the work characteristics of job autonomy and job complexity and, indirectly, to work engagement. Supplementary analyses revealed that perceptions of exposure to AM reflect the objective presence of AM dimensions beyond individual variations in exposure. Overall, the results suggest the suitability of the AMQ to assess workers' perceived exposure to algorithmic management, which paves the way for further research on the impacts of these rapidly accelerating systems.

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来源期刊
CiteScore
11.50
自引率
9.10%
发文量
0
期刊介绍: Covering the broad spectrum of contemporary human resource management, this journal provides academics and practicing managers with the latest concepts, tools, and information for effective problem solving and decision making in this field. Broad in scope, it explores issues of societal, organizational, and individual relevance. Journal articles discuss new theories, new techniques, case studies, models, and research trends of particular significance to practicing HR managers
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