Administrative Office, Zhejiang Guangsha Vocational and Technical University of Construction, Dongyang 322100, China.
Personnel Department, Zhejiang Guangsha Vocational and Technical University of Construction, Dongyang 322100, China.
Comput Intell Neurosci. 2022 Oct 10;2022:8476412. doi: 10.1155/2022/8476412. eCollection 2022.
Aiming at the problem of mismatch between talent cultivation and social demand in the process of undergraduate education, this paper proposes a big data-driven method of adaptability analysis and collaborative path mining between vocational undergraduate talent cultivation and social demand. Starting from the big data-driven vocational undergraduate talent training and social needs, this paper points out the problems existing in the current social needs and puts forward the basic framework of vocational undergraduate talent training mode. Secondly, the clustering model of talent training and social demand is analyzed, and the clustering mining method is proposed. Finally, the big data-driven personnel training and social adaptation mining analysis, in their own ability and social needs adaptability analysis, the basic adaptation accounted for a higher proportion. Professional competence has a higher trust value in cluster analysis. Today's social employment situation is becoming more and more severe, and how to enhance the quality of profession undergraduate students has become one of the theoretical and practical issues worthy of attention in China's colleges at this stage. The talent training model of colleges and universities is closely in route with the demands of society, and the problem of student hire is prominent. Therefore, this paper proposes a student employability training program that combines the elements of student employability through social needs research.
针对本科教育过程中人才培养与社会需求不匹配的问题,提出了一种基于大数据的职业本科人才培养与社会需求适应性分析与协同路径挖掘方法。本文从大数据驱动的职业本科人才培养和社会需求出发,指出了当前社会需求中存在的问题,提出了职业本科人才培养模式的基本框架。其次,对人才培养与社会需求的聚类模型进行了分析,并提出了聚类挖掘方法。最后,对大数据驱动的人才培养与社会适应性挖掘分析,在自身能力和社会需求适应性分析中,基本适应占比较高。专业能力在聚类分析中具有更高的信任值。当前社会就业形势日益严峻,如何提高职业本科学生的素质已成为现阶段我国高校理论与实践值得关注的问题之一。高校的人才培养模式与社会需求紧密结合,学生就业问题突出。因此,本文提出了一个通过社会需求研究将学生就业能力培养要素结合起来的学生就业能力培养方案。