Tools and Technologies Utilized in Data-Related Positions: An Empirical Study of Job Advertisements

Nurlan Musazade
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Abstract

Role, value and amount of data and related tools, technologies, companies and professions in society is rising. Since the required skills for data-related professions are predicted to experience changes, and labor market mismatches create challenges for stakeholders, this research focuses on changes in the required tools and technologies for data-related positions. The presented research defines trends and changes in frequencies of the tools utilized in the data-related professions by applying quantitative content analysis on collected data from job advertisements of Finland, Denmark and Poland. The research findings show that tools used in data-related professions experience significant changes over time. For example, AI and cloud computing-related skills, and SQL started to be required more, whereas Excel, SPSS and similar tools are less expected from the candidates. Furthermore, while R programming language utilization rises in analytics related positions, Python is more common in positions related to data science.
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数据相关职位使用的工具和技术:招聘广告实证研究
数据及相关工具、技术、公司和职业在社会中的作用、价值和数量正在不断增加。预计数据相关职业所需的技能将发生变化,劳动力市场的不匹配将给利益相关者带来挑战,因此本研究重点关注数据相关职位所需的工具和技术的变化。本研究通过对从芬兰、丹麦和波兰的招聘广告中收集的数据进行定量内容分析,确定了数据相关专业所使用的工具频率的趋势和变化。研究结果表明,数据相关专业使用的工具随着时间的推移发生了显著变化。例如,对人工智能和云计算相关技能以及 SQL 的需求开始增加,而对 Excel、SPSS 和类似工具的要求则降低了。此外,虽然 R 编程语言在分析相关职位中的使用率有所上升,但 Python 在数据科学相关职位中更为常见。
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