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A Life-long Learning Recommender System to Promote Employability

机译:终身学习推荐系统,以促进就业能力

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Is my professional knowledge outdated? Do I have the skills needed for the new challenges of the society? What knowledge do I lack to qualify for a job I like? What universities can I address to get knowledge that improves my employment expectations? These are relevant questions that all employees have done in any moment of their life. In addition, when there are high rates of unemployment and job offers that keep unfilled, the answers to these questions are even more relevant. Answering such questions open new opportunities for employed and unemployed people, by allowing them to design a formative plan according to their skills and expectations. It also provides evidences to employers about the skills and knowledge of the society, making them more aware of the skills of their potential future employees. The companies also will have more knowledge to design the professional career of their employees according to the company needs and the knowledge and skills of their employees. This paper proposes a system that helps people by showing which knowledge and skills a person misses for a given job position and what university courses the person can take to acquire the required skills and knowledge. The system has been implemented as a recommender system that helps users in planning their life-long learning. The paper shows the architecture of the proposed system, a case study to explain how it works, a survey to validate its usefulness and usability and some conclusions after its first experimentation.
机译:我的专业知识过时了吗?我是否具备应对社会新挑战所需的技能?我缺少什么知识才能胜任我喜欢的工作?我可以向哪些大学求学,以获取可以提高我的就业期望的知识?这些是所有员工一生中都曾做过的相关问题。此外,当高失业率和工作机会无法满足时,这些问题的答案就更加重要。回答这些问题,将使他们根据自己的技能和期望制定一项制定计划,从而为就业和失业人员带来新的机会。它还为雇主提供有关社会技能和知识的证据,使他们更了解潜在的未来雇员的技能。公司还将具有更多知识,可以根据公司需求以及员工的知识和技能来设计员工的职业生涯。本文提出了一个系统,可以通过显示一个人缺少给定职位的知识和技能以及该人可以学习哪些大学课程来获得所需的技能和知识,从而为人们提供帮助。该系统已实现为推荐系统,可帮助用户规划他们的终生学习。本文展示了所提出系统的体系结构,一个案例研究以说明其工作原理,进行了一次调查以验证其实用性和可用性,并在首次实验后得出了一些结论。

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