基于决策树的教师在家办公工作效率分类因素分析

Indah Lutfiya, Novelia Qothrunnada, Selvy Nur Amalia
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引用次数: 0

摘要

2019冠状病毒病大流行自去年12月底在中国爆发并于2020年3月进入印度尼西亚以来,对包括教育领域在内的就业领域产生了许多影响。COVID-19大流行也对工作生产力产生了严重影响。从工作年限、最新教育水平到情商,各种不同的背景使得SMPN 1 Tembelang的工作效率水平差异很大。本研究旨在分析影响教师工作生产力的分类因素。所使用的研究类型是采用横断面方法的分析观察。这项研究是在SMP Negeri 1 Tembelang Jombang进行的,样本为45人。数据分析由决策树完成。从训练数据到测试数据生成的模型测试的准确率结果显示准确率值为65.67%。高生产力水平的分类出现在工作年限长、年龄成熟、情商高的教师群体中。而中等生产力的分类则以中等和成人教师群体为主。建议对在线学习计划进行培训和指导,以提高教师的技能和专业知识,特别是那些已经和被归类为老年人的教师。
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ANALYSIS CLASIFICATION FACTORS OF WORK PRODUCTIVITY AMONG TEACHERS DURING WFH (WORK FROM HOME) BASED ON DECISION TREE
The COVID-19 pandemic since its inception at the end of December in China and entering Indonesia in March 2020 has had many impacts on the world of employment, including in the realm of education. The COVID-19 pandemic has also had a strong impact on work productivity. Various different backgrounds ranging from work tenure, latest education level and emotional intelligence make the level of work productivity at SMPN 1 Tembelang quite varied. This research aims to analyze the classification factors that affect teacher work productivity during WFH. The type of research used is analytic observational with a cross-sectional approach. This research was conducted at SMP Negeri 1 Tembelang Jombang with a sample of 45 people. Data analysis is done by Decision Tree. The results of the accuracy of the model testing generated from the training data to the testing data show that the accuracy value is 65.67%. The classification of high productivity levels is found in the group of teachers who have a long work tenure, mature age and high emotional intelligence. While the classification of medium productivity is dominated by groups of teachers of medium and adult age. It is recommended to conduct training and mentoring of online learning programs to improve skills and expertise for teachers, especially those who have and are classified as elderly.
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审稿时长
16 weeks
期刊最新文献
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