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INSIGHTS FROM IT JOBS MARKET WITH TEXT MINING APPROACH

机译:与文本采矿方法IT工作市场的见解

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On the labor market, IT Jobs represent one of the most important domains. This paper analyzed the IT Jobs from a large collection of job listings from a Romanian website. The Web Crawling techniques were used to extract the data from the website, the Text Mining, World Cloud and statistic techniques to analyze and present the results. Insights that are required for an IT Job were extracted. The results highlight the following: the most required IT Job Type was the Full Time one, the Career Level was the Mid Level and the Study Level was the Graduated one. The Text Mining Approach revealed that the most frequent words for the IT Jobs offers were: team, work, development, project, experience, environment, service, skill, customer, knowledge and software. A comparison between terms in IT Jobs in English language versus IT Jobs in Romanian language was also performed. As conclusion, in this paper, by combining different techniques to extract and analyze the textual data set of vacancy offers knowledge from the IT Jobs domain was determined and discovered. The extracted information presented insights in current skills, personal needs, career paths of the Romanian current IT labor market needs. The results of this research could be valuable information for public bodies, employers, higher education policy makers, researchers, students and parents.
机译:在劳动力市场上,IT工作代表了最重要的域名之一。本文分析了来自罗马尼亚网站的大量工作列表的IT工作。 Web爬网技术用于从网站中提取数据,文本挖掘,世界云和统计技术来分析和呈现结果。提取IT工作所需的见解。结果突出显示以下内容:最必要的IT工作类型是全时,职业水平为中级,研究水平是毕业的。文本挖掘方法透露,IT工作的最常见的单词是:团队,工作,开发,项目,经验,环境,服务,技能,客户,知识和软件。还执行了英语语言与IT工作中的IT作业之间的比较。总之,在本文中,通过组合不同的技术来提取和分析文本数据集的空缺,提供了从IT工作域中的知识进行了确定和发现。提取的信息提出了目前技能,个人需求,罗马尼亚当前IT劳动力市场需求的职业道路的见解。该研究的结果可能是公共机构,雇主,高等教育政策制定者,研究人员,学生和父母的有价值信息。

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