IT自由职业者在数字劳动平台上的挑战:主题模型方法

IF 7.1 3区 管理学 Q1 BUSINESS
Lisa Gussek, Alex Grabbe, Manuel Wiesche
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引用次数: 0

摘要

在数字劳动平台上工作的自由职业者必须应对许多挑战。由于IT工作的高技能水平或协作性质等特殊特征,应单独考虑IT自由职业者。通过对来自IT自由职业者的2804个论坛帖子的潜在狄利克雷分配分析和额外的定性分析,我们为每个确定的主题分配主题,将它们聚类到聚合维度中,并说明IT自由职业者模型中的相互关系。因此,我们研究了IT自由职业者的挑战并综合了它们。我们扩展了已经在文献中概述的在线自由职业的挑战,并确定了IT自由职业者面临的四个IT特定挑战。因此,我们提高了对IT工作如何在数字劳动力平台上执行的理解,以及在未来的研究中应该考虑哪些特定方面。此外,我们强调了对从业者的影响,即一方面是IT自由职业者,另一方面是平台所有者。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Challenges of IT freelancers on digital labor platforms: A topic model approach

Challenges of IT freelancers on digital labor platforms: A topic model approach
Abstract Freelancers working on digital labor platforms have to deal with many challenges. IT freelancers should be considered separately due to special characteristics such as high skill level or collaborative nature of IT work. Through a Latent Dirichlet Allocation analysis of 2804 forum posts with over 20,000 comments from IT freelancers and additional qualitative analysis, we assign themes to each identified topic, cluster them into aggregated dimensions, and illustrate the interrelationships in a model of IT freelancing. Thus, we examine the challenges of IT freelancers and synthesize them. We extend the challenges of online freelancing already outlined in the literature and identify four IT-specific challenges for IT freelancers. Therefore, we improve our understanding of how IT work is performed on digital labor platforms and which particular aspects should be considered in future research. Furthermore, we highlight implications for practitioners, i.e., IT freelancers on the one hand and platform owners on the other hand.
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来源期刊
Electronic Markets
Electronic Markets Multiple-
CiteScore
14.80
自引率
15.30%
发文量
85
期刊介绍: Electronic Markets (EM) stands as a premier academic journal providing a dynamic platform for research into various forms of networked business. Recognizing the pivotal role of information and communication technology (ICT), EM delves into how ICT transforms the interactions between organizations and customers across diverse domains such as social networks, electronic commerce, supply chain management, and customer relationship management. Electronic markets, in essence, encompass the realms of networked business where multiple suppliers and customers engage in economic transactions within single or multiple tiers of economic value chains. This broad concept encompasses various forms, including allocation platforms with dynamic price discovery mechanisms, fostering atomistic relationships. Notable examples originate from financial markets (e.g., CBOT, XETRA) and energy markets (e.g., EEX, ICE). Join us in exploring the multifaceted landscape of electronic markets and their transformative impact on business interactions and dynamics.
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