Uncovering the Necessary Hard- and Soft-Skills to Get IT Personnel Jobs: A Text Mining Approach

F. Meier, Sven Laumer
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Abstract

With digitalization disrupting organizations every day, the necessary skills to get a job in modern societies are changing rapidly. Individuals and educational institutions seek knowledge of what industry demands in terms of hard- and soft-skills to plan their next step in having these skills in their personal or educational portfolio. To find out which hard- and soft-skills play a key role in finding IT personnel jobs, we employ a text mining approach on job advertisement data and generate a framework for IT personnel jobs. After doing some standard preprocessing steps, we use topic modeling to generate our results and map those with the IT personnel framework. Our results show that three competencies' fields are relevant for IT personnel jobs, and hard-and soft-skills play both a major role in those. Depending on which competencies field one wants to explore, we highlighted the most necessary skills that may play a decisive role when applying for a job in that position. Our findings contribute to the stream of literature equipping both educational institutions and individuals with recommendations of the skills to include and focus on regarding IT personnel.
揭示获得IT人员工作所需的硬技能和软技能:一种文本挖掘方法
随着数字化每天都在颠覆组织,在现代社会找到工作的必要技能正在迅速变化。个人和教育机构希望了解行业对硬技能和软技能的需求,以便在个人或教育投资组合中规划他们的下一步。为了找出硬技能和软技能在IT人员求职中发挥的关键作用,我们对招聘广告数据采用了文本挖掘方法,并生成了IT人员求职的框架。在完成一些标准的预处理步骤之后,我们使用主题建模来生成结果,并将这些结果与IT人员框架进行映射。我们的研究结果表明,三个胜任能力领域与IT人员的工作相关,并且硬技能和软技能在这些领域中都起着主要作用。根据一个人想要探索的能力领域,我们强调了在申请该职位时可能发挥决定性作用的最必要技能。我们的研究结果有助于为教育机构和个人提供包括和关注IT人员的技能建议。
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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