Usage of advanced E-leaming methods for faster newcomer adaptation in IT production environment

Matej Kostros, F. Jakab
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Abstract

Modern IT companies are experiencing high employee fluctuations during last years which cause lots of financial costs due to an initial adaptation periods for new employees. Considering mainly fresh graduate employees and employees which don't have enough initial knowledge to perform according various internal rules, causes their disorientation in the company processes and thus slower their professional grow to become a profitable employee. This paper compile solutions which have been used effectively in E-learning environment and next generation education practices into a proposal of concept for the newcomer training system for better self-study, employee ability analysis, mentor intervention alerting and many more features which will ease load on mentors and in parallel create better usage of internal knowledge bases and other tools by utilizing machine learning techniques. However majority of current systems focus on user learning behavior model, demands and habits, few of them encompass the problem difficulty and user profile or his abilities, which can be derived directly from his CV or from various forms of skill databases which are used widely by IT companies. This system should create a less stressful environment for a newcomer and thus he can become valuable part of workforce team.
使用先进的电子学习方法,使新人更快适应IT生产环境
现代IT公司在过去几年中经历了员工的高波动,由于新员工的初始适应期导致了大量的财务成本。主要考虑应届毕业生员工和没有足够的初始知识来执行各种内部规则的员工,导致他们在公司流程中迷失方向,从而减缓他们的专业成长,成为一名有利可图的员工。本文将在E-learning环境和下一代教育实践中有效使用的解决方案汇编成一个新员工培训系统的概念提案,以更好地进行自我学习,员工能力分析,导师干预警报等功能,减轻导师的负担,同时利用机器学习技术更好地利用内部知识库和其他工具。然而,目前大多数系统关注的是用户学习行为模型、需求和习惯,很少有系统包含问题难度和用户简介或他的能力,这些可以直接从他的简历或IT公司广泛使用的各种形式的技能数据库中获得。这个系统应该为新员工创造一个压力较小的环境,这样他就可以成为劳动力团队中有价值的一部分。
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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