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Improving C4.5 Algorithm Accuracy With Adaptive Boosting Method For Predicting Students in Obtaining Education Funding 用自适应增强法提高C4.5算法预测学生获得教育经费的准确性
IF 2.5 3区 社会学 Q2 Social Sciences Pub Date : 2022-11-30 DOI: 10.28926/jdr.v6i2.205
Mohammad Ahmad Maidanul Abrori, Abdul Syukur, Affandy Affandy, M. Soeleman
The level of accuracy in determining the prediction of the provision of educational funding assistance is very important for the education agency. The large number of data on prospective beneficiaries can be processed into information that can be used as decision support in determining eligibility for education funding assistance. The data processing is included in the field of data mining. One method that can be applied in predicting the feasibility of receiving aid funds is classification. There are several classification algorithms, one of which is a decision tree. The famous decision tree algorithm is C4.5. The C4.5 algorithm can be applied in classifying prospective recipients of educational aid funds. This study uses datasets from student data of SMK Al Fattah Kertosono. The purpose of this study is to increase the accuracy of the C4.5 algorithm by applying adaboost in classifying students who deserve education funding and not, by comparing the results before and after applying adaboost. Validation in this study uses cross validation. While the measurement of accuracy is measured by the confusion matrix. The experimental results show that there is an increase in accuracy of 7.2%. The accuracy of the application of the C4.5 algorithm reaches 91.32%. While the accuracy of the application of the C4.5 algorithm with adaboost reached 98.55%.
对教育机构来说,确定提供教育资金援助的预测的准确性非常重要。关于可能受益者的大量数据可以加工成资料,用作决定是否有资格获得教育资助援助的决策支助。数据处理属于数据挖掘领域。一种可用于预测接受援助资金可行性的方法是分类。有几种分类算法,其中一种是决策树。著名的决策树算法是C4.5。C4.5算法可用于对教育援助资金的潜在接受者进行分类。本研究使用来自SMK Al Fattah Kertosono的学生数据集。本研究的目的是通过比较应用adaboost前后的结果,通过应用adaboost对值得和不值得教育资助的学生进行分类,提高C4.5算法的准确性。本研究采用交叉验证。而精度的测量是通过混淆矩阵来衡量的。实验结果表明,该方法的精度提高了7.2%。应用C4.5算法的准确率达到91.32%。而C4.5算法与adaboost的应用准确率达到98.55%。
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引用次数: 2
The Effectiveness of Song with Wondershare QuizCreator in Teaching Listening 歌曲与Wondershare QuizCreator在听力教学中的效果
IF 2.5 3区 社会学 Q2 Social Sciences Pub Date : 2022-11-30 DOI: 10.28926/jdr.v6i2.249
M. Huda, Feri Huda
The purpose of this study is to evaluate the effectiveness of songs with Wondershare QuizCreator in teaching listening. English is taught based on listening approach that involves students’ activity in doing a worksheet. The main problem of learning listening for students in SMPN 2 Sutojayan is they have low vocabulary mastery. This causes the learning process is not quite effective far from what is being hoped. A teacher can use song with Wondershare QuizCreator in teaching listening. Based on the result of analysis Treatment using song with Wondershare QuizCreator shows that F = 12.175, the probability (P) is 0.001 and the mean is 80.490. Meanwhile, the Class taught without using Song with Wondershare QuizCreator shows 66.636. The mean of class using Song with Wondershare QuizCreator is greater than a class which is not using Song with Wondershare QuizCreator. This means that using song with Wondershare QuizCreator gives better achievement in the level of confidence 95%. It can be concluded that song with Wondershare Quizcreator can be used as additional alternative to teach listening.
本研究的目的是评估歌曲与Wondershare QuizCreator在听力教学中的有效性。英语教学是基于听力的方法,包括学生做练习题的活动。学生学习英语听力的主要问题是词汇掌握水平低。这导致学习过程不是很有效,与期望相差甚远。教师可以使用歌曲与Wondershare QuizCreator在教学听力。根据Wondershare QuizCreator使用歌曲进行治疗的分析结果显示,F = 12.175,概率(P)为0.001,平均值为80.490。与此同时,课堂教学没有使用歌曲与Wondershare QuizCreator显示66.636。类使用歌曲与Wondershare QuizCreator的平均值大于不使用歌曲与Wondershare QuizCreator的类。这意味着使用Wondershare QuizCreator的歌曲在95%的置信度上取得了更好的成绩。可以得出结论,歌曲与Wondershare Quizcreator可以作为额外的替代教学听力。
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引用次数: 0
Developing Instructional Material of Teaching Grammar Through Moodle to English Education Department Students of Universitas Muhammadiyah Makassar 望加锡穆罕默德大学英语教育系Moodle语法教学教材的开发
IF 2.5 3区 社会学 Q2 Social Sciences Pub Date : 2022-11-30 DOI: 10.28926/jdr.v6i2.235
Ahmad Muhajir, Andi Tenri Ampa, Bahrun Amin
This research aims at developing instructional material for English grammar through Moodle at UNISMUH Makassar. it tries to develop the material by identifying students’ need in learning grammar, to describe instructional material of English grammar through Moodle. This research and development (R&D) is conducted by adapting ASSURE models which consist of Analyze, State Objective, Select, Utilize, Require, and Evaluation.The data were gained through questionnaire, the questionnaire is employed to do need analysis to get students’ need in instructional material, and to describe instructional material.meanwhile, questionnaire for validator to conduct development evaluation. Finally, the product of the study is Instructional material of teaching grammar through Moodle
本研究旨在通过Moodle在望加锡大学开发英语语法教学材料。它试图通过识别学生学习语法的需要来开发材料,通过Moodle来描述英语语法教学材料。采用由分析、状态目标、选择、利用、需求和评估组成的ASSURE模型进行研究与开发。通过问卷调查获得数据,运用问卷进行需求分析,了解学生对教材的需求,并对教材进行描述。同时,问卷调查供验证者进行开发评估。最后,本研究的成果是《Moodle语法教学教材》
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引用次数: 0
The Strength of RAFT (Role, Audience, Format, Topic) Strategy with Google Classroom in the Teaching Writing 角色、受众、格式、话题策略在谷歌课堂写作教学中的作用
IF 2.5 3区 社会学 Q2 Social Sciences Pub Date : 2022-11-30 DOI: 10.28926/jdr.v6i2.258
Annisa Rahmasari, Saiful Rifa’i
The aim of the research was to conduct an investigation of the strength of the RAFT (Role, Audience, Format, Topic) Strategy and Google Classroom when applied in teaching writing. This sort of research employed a non-random sample from all student demographics using a non-randomized pretest-posttest control group design. Since a control group for the study was actually impossible to obtain, a quasi-experimental design was adopted. The study was applied in SMPN 1 Kanigoro Blitar, 2021–2022 academic year. The student of two classes, VII F and VII G, from which the treatment class was chosen by lottery served as the research subject for this study. Class VII G becomes the control class group and receives the conventional  style of instruction, while class VII F served as the experimental class group that received the RAFT Strategy with Google Classroom treatment. ANCOVA was used to try and lessen some of these discrepancies as these groups  differed  on various criteria. According to study and data analysis, the research hypothesis was accepted and the null hypothesis was rejected as a consequence of data calculations. It could be concluded that the Role, Audience, Format, And Topic (RAFT) technique can have a big impact on students' capacity to create descriptive texts.
本研究的目的是调查RAFT (Role, Audience, Format, Topic)策略和Google Classroom在写作教学中的应用效果。这类研究采用非随机的前测后测控制组设计,从所有学生人口统计数据中抽取非随机样本。由于研究的对照组实际上是不可能获得的,因此采用了准实验设计。该研究应用于SMPN 1 Kanigoro Blitar, 2021-2022学年。本研究的研究对象为抽签选择治疗班的VII F和VII G两个班的学生。7、G班为对照组,采用常规教学方式,7、F班为实验组,采用RAFT策略,并结合Google课堂治疗。ANCOVA被用来试图减少这些差异,因为这些群体在各种标准上存在差异。根据研究和数据分析,通过数据计算,研究假设被接受,零假设被拒绝。可以得出结论,角色、受众、格式和主题(RAFT)技术对学生创作描述性文本的能力有很大的影响。
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引用次数: 1
Implementation of 2013 Curriculum in Teaching English at Rural Areas Junior High Schools in Luwu Utara Regency 卢武县2013年农村初中英语教学课程实施情况
IF 2.5 3区 社会学 Q2 Social Sciences Pub Date : 2022-11-30 DOI: 10.28926/jdr.v6i2.237
Nita S, Andi Tenri Ampa, Erwin Akib
The aims of this research were: (1) to find out how teachers in rural areas implement the 2013 curriculum in teaching English (2) to find out what problems are faced by English teachers in rural areas in implementing the 2013 curriculum. This research used a qualitative method. The subjects of this research were English teachers of SMPN 9 Seko, SMPN 1 Seko, and SMPN 2 Seko. The total number of subjects was five English teachers. The procedure of this research was collected by doing observation and interviewing the English teachers using questionnaires. The results of this research showed that: first, implementation of the 2013 curriculum in Seko District as a rural area is still not going well and ineffective because there are still components of the teaching and learning process that have not been implemented systematically and precisely in the teaching and learning process. Second, the result based on the interview was the first problem that the teachers faced in teaching English in rural areas is the unavailability of learning media and most of the students still used their local language or mother tongue as a daily language which makes students usually do not understand well when teachers explain the lesson.
本研究的目的是:(1)了解农村地区教师在英语教学中如何实施2013年课程;(2)了解农村地区英语教师在实施2013年课程中面临哪些问题。本研究采用定性方法。本研究的对象是SMPN 9 Seko, SMPN 1 Seko和SMPN 2 Seko的英语教师。科目总数为5名英语教师。本研究采用观察法和问卷调查法对英语教师进行访谈。本研究结果表明:首先,2013年课程在Seko地区作为农村地区的实施仍然不顺利和无效,因为教学过程中仍有教学过程的组成部分没有在教学过程中得到系统和精确的实施。其次,基于访谈的结果是教师在农村地区进行英语教学面临的第一个问题是学习媒介的缺乏,大多数学生仍然使用当地语言或母语作为日常语言,这使得学生在教师讲解课程时通常听不懂。
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引用次数: 0
Analysis of The Effort of The Local Government in Improving Education in Hasang Village 哈尚村地方政府改善教育的努力分析
IF 2.5 3区 社会学 Q2 Social Sciences Pub Date : 2022-11-30 DOI: 10.28926/jdr.v6i2.269
K. Fadli, Fadli Azmi, Nurchaliza Lubis, Novia Armaya Sipahutar, Halimatussa' Diyah Br Tanjung, Aulia Hakim, S. Wahyuni
Education is the foundation of hope for improving the quality of human resources. Children are the main priority in education, because they will be the successors of the nation and religion. Education is a human right as well as a means to realize other human rights. As an enabling right, education is the main target through which adults and especially children who are economically and socially marginalized can lift themselves out of poverty and find ways to be involved in their communities, because education plays an important role in empowering women, protecting children from hazardous work and sexual exploitation. The encouragement factor from family, environment, and teachers is very influential in the spirit of taking education in Hasang Village. In Hasang Village, there are some parents who still lack awareness of the importance of education, plus the damaged road access in this village reduces the enthusiasm of the residents in taking education to a higher level. The purpose of this study is to analyze the local government's efforts to improve education in Hasang Village. This research is descriptive using survey and observation methods. So it can be concluded that the government.  
教育是提高人力资源质量的希望基础。儿童是教育的重中之重,因为他们将是国家和宗教的接班人。教育是一项人权,也是实现其他人权的手段。作为一项赋权权利,教育是在经济和社会上处于边缘地位的成年人,特别是儿童摆脱贫困并设法参与社区活动的主要目标,因为教育在赋予妇女权力、保护儿童免受危险工作和性剥削方面发挥着重要作用。家庭、环境、教师的鼓励因素对哈上村的受教精神有很大的影响。在Hasang村,仍然有一些家长对教育的重要性缺乏认识,加上该村道路通道的损坏,降低了居民接受更高层次教育的热情。本研究的目的是分析当地政府在Hasang村改善教育的努力。本研究采用调查观察法进行描述性研究。所以可以得出结论,政府。
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引用次数: 0
Development of Pop-Up Book Media to Teach Vocabulary for Mental Retardation Special School 智障特殊学校立体图书媒体词汇教学的开发
IF 2.5 3区 社会学 Q2 Social Sciences Pub Date : 2022-11-04 DOI: 10.28926/jdr.v6i1.157
Ainaul Mardliyah, Widiarini, A. Saifudin, Siti Rofi’ah
This research was carried out based on the results of observations on mentally retarded students at SLB Jatiwiratama Selopuro in the vocabulary subject. This study aims to develop learning media in the form of pop-up book and find out how the level of feasibility of the media. This research was conducted on mentally retarded children at special school. The research method used is Research and Development (R & D) which adopted from Borg and Gall where researchers take 4 stages of the existing 10 stages. The stages include (1) Need analysis, (2) Product development, (3) Product testing, (4) Product revision. Determination of eligibility is done by validate the learning experts, and media experts. After that, the researcher do product testing. Research and development produces pop-up book media that are suitable for use based on the assessment of (1) Media expert validators get an assessment of 95.5% (2) Learning expert validators received a 9% rating. Assessment of student responses gets an assessment percentage of 91.5% which is means that the media can be accepted by students. The reason for choosing this research is because the development of pop-up book media for mentally retarded children has never been researched before.
本研究是基于对智障学生词汇科目的观察结果进行的。本研究旨在以立体书的形式开发学习媒体,并探讨该媒体的可行性水平。这项研究是在特殊学校的弱智儿童中进行的。使用的研究方法是研究与开发(r&d),采用Borg和Gall的方法,研究人员在现有的10个阶段中采取4个阶段。这些阶段包括(1)需求分析,(2)产品开发,(3)产品测试,(4)产品修订。资格的确定是由验证学习专家和媒体专家完成的。之后,研究人员进行产品测试。研究开发出适合使用的弹出式图书媒体,基于(1)媒体专家验证者获得95.5%的评价(2)学习专家验证者获得9%的评价。对学生反应的评估得到了91.5%的评估百分比,这意味着媒体可以被学生接受。之所以选择这个研究,是因为针对智障儿童的弹出式图书媒体的发展从来没有被研究过。
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引用次数: 0
Developing of Android Based Educational Games as a Supplementary Media For Vocabulary of Junior High School Students 基于Android的初中学生词汇辅助媒体教育游戏的开发
IF 2.5 3区 社会学 Q2 Social Sciences Pub Date : 2022-11-04 DOI: 10.28926/jdr.v6i1.161
Pantrisia Surtika Sari, Widiarini, Siti Rofi’ah, Istina Atul Makrifah
The problem in learning English is almost all students have difficulty in learning vocabulary and the students lack of mastery of English vocabulary, another problem is that students' interest in learning vocabulary is very low because they think it is very difficult to memorize it. In addition, teachers do not use media to help the vocabulary learning process. So, the students need media to help learn vocabulary. The aim of this study is to develop the android based educational games and to know the result of develop the android based educational games. This type of study is Research and Development (R&D) used the Borg and Gall procedure which uses 6 stages out of 10 stages of development. There are need analysis, product design, product validation, product revision, product testing, and revise the product. The subject of the research is seventh grade students in SMPI Hasanuddin Kesamben. The feasibility of the media based on the results of the percentage of expert validation, namely: 92% media experts with Valid/Very Decent categories, material experts 81.25% with Valid/Very Decent categories. Furthermore, the results of student satisfaction were 89% with the product category "Valid / Very Decent". Based on these results, it can be concluded that the Android-based educational game media for vocabulary is very interesting to use as a supplementary media.
学习英语的问题是几乎所有的学生都有学习词汇的困难,学生对英语词汇缺乏掌握,另一个问题是学生对学习词汇的兴趣很低,因为他们认为词汇很难记忆。此外,教师没有使用媒体来帮助词汇学习过程。所以,学生们需要媒体来帮助他们学习词汇。本研究的目的是开发基于android的教育游戏,并了解开发基于android的教育游戏的效果。这种类型的研究是研发(R&D)使用Borg和Gall程序,该程序使用10个开发阶段中的6个阶段。有需求分析、产品设计、产品验证、产品修订、产品测试、产品修订等。这项研究的对象是SMPI的七年级学生Hasanuddin Kesamben。根据结果对媒体的可行性进行专家验证的百分比,即:92%的媒体专家具有有效/非常体面的类别,81.25%的材料专家具有有效/非常体面的类别。此外,学生对产品类别“有效/非常不错”的满意度为89%。基于这些结果,可以得出结论,基于android的词汇教育游戏媒体作为一种补充媒体是非常有趣的。
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引用次数: 2
Employee Well-being and the Path to Sustainability: A Study of the Education Sector 员工福利与可持续发展之路:教育部门的研究
IF 2.5 3区 社会学 Q2 Social Sciences Pub Date : 2022-11-02 DOI: 10.1177/22297561221120108
Hiteshwari Jadeja
The promotion of employee well-being and performance is one of the key goals of organisations after COVID-19. Nonetheless, the current economic crisis tyrannises this goal, cruelly jeopardising the sustainability of prior decades’ well- being and performance. It is acknowledged that stress is unavoidable and if not managed properly, can have a negative impact on teachers’ health and well-being. In the current research, responses were collected from 512 university teachers to understand the challenges they are facing and the results were analysed with the help of ‘principal component analysis’. Results revealed that major factors contributing to the feelings of being stressed are sense of insecurity due to poor skills, unable to meet deadlines, lack of clarity, violating formal procedures, uninteresting work, poor quality due to heavy workload, fear of losing job, and lack of training and preparation. The symptoms and dangers of stress can be reduced by raising awareness, taking remedial action and engaging in appropriate stress-reduction activities.
提升员工福利和绩效是2019冠状病毒病后组织的关键目标之一。然而,当前的经济危机使这一目标无法实现,残酷地危及过去几十年的福祉和业绩的可持续性。人们承认,压力是不可避免的,如果管理不当,可能对教师的健康和福祉产生负面影响。在目前的研究中,我们收集了512名大学教师的反馈,以了解他们面临的挑战,并利用“主成分分析”对结果进行了分析。结果显示,造成压力感的主要因素是由于技能差而产生的不安全感,无法完成最后期限,缺乏清晰度,违反正式程序,无趣的工作,繁重的工作量导致的质量差,担心失去工作,以及缺乏培训和准备。可以通过提高认识、采取补救行动和参加适当的减压活动来减轻压力的症状和危险。
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引用次数: 0
Impact of COVID-19 Lockdown and E-cigarette Ban on Tobacco and Nicotine Use in India COVID-19封锁和电子烟禁令对印度烟草和尼古丁使用的影响
IF 2.5 3区 社会学 Q2 Social Sciences Pub Date : 2022-11-02 DOI: 10.1177/22297561221119261
D. Banerjee, H. Kaur, S. Bhardwaj
The global tobacco pandemic continues to cause enormous health burden and fatality, especially in the low and middle-income countries (LMICs), in spite of continuing efforts under the umbrella of FCTC. India, representing a complex pattern of tobacco use, both in smoking and smokeless forms, remains the second largest tobacco-using country. This study was designed to understand the impact of COVID-19 pandemic and associated restrictive measures on all groups of tobacco users and the impact on the users of e-cigarettes (EC), as a result of imposition of ban. A well-designed, online or CATI interview-based survey was conducted in eight large metropolitan cities of India on 3005 samples (smoking tobacco [ST]: 1,193; smokeless tobacco [SLT]: 966; and EC: 846). The study finds all groups were affected albeit differently The COVID-19 crisis affected all tobacco user segments positively as well as negatively. EC users, unless supported appropriately, were likely to revert to tobacco use after having quit it successfully.
尽管在《烟草控制框架公约》框架下不断作出努力,但全球烟草大流行继续造成巨大的健康负担和死亡,特别是在低收入和中等收入国家。印度代表着吸烟和无烟形式的复杂烟草使用模式,仍然是第二大烟草使用国。本研究旨在了解COVID-19大流行和相关限制措施对所有烟草使用者群体的影响,以及禁令对电子烟使用者的影响。在印度8个大城市进行了一项精心设计的在线或基于CATI访谈的调查,涉及3005个样本(吸烟[ST]: 1193;无烟烟草[SLT]: 966;EC: 846)。该研究发现,尽管不同,但所有群体都受到了影响。COVID-19危机对所有烟草用户群体既有积极影响,也有消极影响。除非得到适当支持,否则电子烟使用者很可能在成功戒烟后重新使用烟草。
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引用次数: 0
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European Journal of Development Research
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