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HFIPO-DPNN: A Framework for Predicting the Dropout of Physically Impaired Student from Education HFIPO-DPNN:一个预测身体残疾学生辍学的框架
Q2 Social Sciences Pub Date : 2023-04-08 DOI: 10.18178/ijiet.2023.13.4.1855
Marina. B, A. Senthilrajan
Education plays a significant role in individuals’ development and the economic growth of developing countries like India. Dropout of students from their studies is the major concern for any order of education. Some models for predicting the dropout of students are developed with several factors. Many of them lacked consistency as they backed their studies with the academic performance of the students. Especially, for those students who suffered from physical impairment, the dropout depends on several external factors. Hence, this work proposes a novel HFIPO-DPNN to predict the student dropout rooted in the previous semester’s marks. The proposed model enclosed the hybrid firefly and improved particle swarm algorithm to optimize the feature selection that influences the dropout of hearing-impaired students. The optimized feature data are used to predict the dropout with the novel DPNN. The optimized data was split and used for training the DPNN. The testing data is used to evaluate the performance of the proposed framework. The attributes used for predicting the student dropout are Family Size, Subject, Medium of Instruction, and so on. The data must be collected from 250 physically impaired children belonging to ITI institute, Bangalore. The outcome of the proposed framework is evaluated on several metrics. The accuracy of the proposed model is about 99.02%. The HFIPO-DPNN framework can be enhanced for predicting the dropout for students with other disabilities. The optimization showed that factors influencing education other than familial factors are to be considered in the prediction of dropout.
教育在印度等发展中国家的个人发展和经济增长中发挥着重要作用。学生中途退学是任何教育秩序的主要问题。一些预测学生辍学的模型是由几个因素组成的。他们中的许多人缺乏一致性,因为他们用学生的学习成绩来支持自己的研究。特别是那些身体有缺陷的学生,辍学取决于几个外部因素。因此,本研究提出了一种新颖的HFIPO-DPNN来预测学生上学期的退学。该模型采用混合萤火虫和改进粒子群算法对影响听障学生辍学的特征选择进行优化。将优化后的特征数据用于预测丢包。将优化后的数据进行分割,用于训练DPNN。测试数据用于评估所提出框架的性能。用于预测学生退学的属性有家庭规模、科目、教学媒介等。数据必须从属于班加罗尔ITI研究所的250名残疾儿童中收集。提出的框架的结果根据几个指标进行评估。该模型的准确率约为99.02%。HFIPO-DPNN框架可用于预测其他残疾学生的退学情况。优化结果表明,在预测辍学时应考虑家庭因素以外的教育影响因素。
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引用次数: 0
The Development of Professional Competency Test in Knowledge and Cognitive Skill for Computer Innovation and Digital Industry 计算机创新与数字产业知识与认知技能专业能力测试的发展
Q2 Social Sciences Pub Date : 2023-01-01 DOI: 10.18178/ijiet.2023.13.1.1787
Thamasan Suwanroj, Orawan Saeung, Punnee Leekitchwatana, Kanaporn Kaewkamjan
This research aimed to 1) analyze the content of professional competencies, 2) create the professional competency test, and 3) check the quality of the professional competency test. The operation method was composed of three steps: 1) five experts (set 1) analyzed the qualitative data of the professional competencies, 2) five experts (set 2) built the professional competency test, and 3) experts (set 3) checked the quality of the professional competency test, and then two trials of the test were performed. The research showed that 1) the content analysis of professional competencies found ten indicators: six for knowledge and four for cognitive skills, including 100 issues of the required measurement list. A test with 100 items covered the course descriptions of seventeen subjects in five curriculum groups. 2) The creation result found the professional competency test, five multiple-choice questions. The respondents got one point when they answered correctly and no point when they answered incorrectly. The test comprised 100 items in two aspects: 57 items for knowledge and 43 for cognitive skills. 3) The result of the quality check revealed that the professional competency test was good. It had a good level of content validity (IOC = 0.80-1.00). Its difficulty was appropriate (p = 0.25-0.78). The discrimination was good (r = 0.44-0.96). There was validity with a good level of internal consistency (α = 0.87), and it had good construct validity (x2- Sig = 0.25, RMSEA = 0.03, RMR = 0.02 and AGFI = 0.97), (ρc = 0.97-0.98). This test can be used as a quality tool to measure the professional competency test in knowledge and cognitive
本研究旨在1)分析专业胜任力的内容,2)创建专业胜任力测试,3)检验专业胜任力测试的质量。操作方法由3个步骤组成:1)5位专家(第1组)分析专业胜任力的定性数据,2)5位专家(第2组)构建专业胜任力测试,3)专家(第3组)检查专业胜任力测试的质量,然后对测试进行两次试验。研究表明:1)专业能力的内容分析发现了10个指标:6个知识指标和4个认知技能指标,包括100个所需的测量表。一个100题的测试涵盖了五个课程组的17个科目的课程描述。2)创作结果发现专业能力测试,五个选择题。答对得一分,答错得零分。该测试包括两个方面的100个项目:57个知识项目和43个认知技能项目。3)质量检查结果显示专业能力测试良好。具有较好的内容效度(IOC = 0.80-1.00)。其难度适宜(p = 0.25 ~ 0.78)。鉴别性好(r = 0.44 ~ 0.96)。效度具有较好的内部一致性(α = 0.87),具有较好的结构效度(x2- Sig = 0.25, RMSEA = 0.03, RMR = 0.02, AGFI = 0.97) (ρc = 0.97-0.98)。该测试可以作为衡量专业能力测试在知识和认知方面的质量工具
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引用次数: 0
Perceived Quality and Satisfaction with e-Learning during COVID-19: Moderating Role of co-Production COVID-19期间电子学习的感知质量和满意度:共同制作的调节作用
Q2 Social Sciences Pub Date : 2023-01-01 DOI: 10.18178/ijiet.2023.13.1.1781
Nozha Erragcha, Hanene Babay
In the context of emergency remote teaching, this study proposes a conceptual model that examines (1) the relationship between perceived quality and learner satisfaction with an e-Learning service in pandemic situation and (2) to test the moderating role of co-production of this service on this relationship. The study was conducted among 338 Tunisian students who took online classes during the second wave of COVID-19. The research uses of structural equations method (AMOS 21) to test the direct relationship and the Hayes process for the moderation test. The results show that the direct relationship between perceived quality and online learner satisfaction is significant and positive and that this relationship is positively moderated by co-production. Practical implications have finally been identified in order to improve the success of online education especially in the case of a crisis.
在紧急远程教学的背景下,本研究提出了一个概念模型,该模型检验(1)大流行情况下电子学习服务的感知质量与学习者满意度之间的关系,(2)检验该服务的联合生产对这种关系的调节作用。这项研究是在第二波COVID-19期间参加在线课程的338名突尼斯学生中进行的。本研究采用结构方程法(AMOS 21)进行直接关系检验,采用Hayes过程进行调节检验。结果表明,感知质量与在线学习者满意度之间存在显著的正相关关系,并且这种关系受到合作制片的正向调节。为了提高在线教育的成功,特别是在危机的情况下,最终确定了实际意义。
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引用次数: 1
Impact Assessment of Ease and Usefulness of Online Teaching in Higher Education in Post COVID Era 后新冠肺炎时代高等教育在线教学易用性和有效性影响评估
Q2 Social Sciences Pub Date : 2023-01-01 DOI: 10.18178/ijiet.2023.13.1.1785
I. Saleem, Mushahid Ali Shamsi, H. Magd
During COVID-19 and its resulting lockdown, the sudden closure of traditional offline classes resulted in the loss of education. Consequently, teaching pedagogies were unexpectedly changed, and a sudden shift towards online teaching was necessitated. The extensive availability of devices and applications made this shift easy. Nevertheless, all teachers were not equally equipped with the equivalent knowledge and resources, which could have affected their behavioral intention to continue online teaching in the future. This paper investigates the perception of university teachers to continue online teaching in higher education post-COVID. To accomplish this target, a mixed research approach was adopted. For quantitative data, 243 questionnaires were successfully collected from teachers of the top five central universities in India, using an online survey through Google forms by integrating the technology acceptance model (TAM). For qualitative data, online-focused group discussions (FGDs) with around seven teachers from different nations’ universities were done. This study is cross-sectional, utilizing TAM factors for ascertaining teachers’ behavioral intentions in India. All hypotheses were found significant by applying PLS-based SEM using smart-PLS software. This indicates that perceived usefulness and ease of use significantly impact attitude towards online teaching; further, perceived usefulness and attitude towards online teaching also significantly affect the behavioral intention of teachers to continue online teaching post-COVID era. The study helps educational institutions and respective national policymakers to define the future course of action in the education sector.
在2019冠状病毒病及其导致的封锁期间,传统线下课程的突然关闭导致了教育损失。因此,教学方法发生了意想不到的变化,突然转向网络教学是必要的。设备和应用程序的广泛可用性使这种转变变得容易。然而,并非所有教师都拥有同等的知识和资源,这可能会影响他们未来继续在线教学的行为意愿。本文调查了新冠肺炎疫情后高校教师对继续在线教学的看法。为了实现这一目标,采用了混合研究方法。在定量数据方面,通过整合技术接受模型(TAM),采用谷歌表格进行在线调查,成功从印度排名前五的中央大学教师中收集了243份问卷。对于定性数据,我们与来自不同国家大学的约7名教师进行了在线小组讨论(fgd)。本研究是横断面的,利用TAM因素来确定印度教师的行为意向。通过使用smart-PLS软件应用基于pls的SEM,发现所有假设都是显著的。这表明感知有用性和易用性显著影响在线教学态度;此外,感知有用性和对在线教学的态度也显著影响教师后疫情时代继续在线教学的行为意愿。这项研究有助于教育机构和各自国家的政策制定者确定教育部门未来的行动方针。
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引用次数: 0
Applying Gamification Technique and Virtual Reality for Prehistoric Learning toward the Metaverse 游戏化技术与虚拟现实在史前学习中的应用
Q2 Social Sciences Pub Date : 2023-01-01 DOI: 10.18178/ijiet.2023.13.2.1802
K. Agustini, Made Putrama, Dessy Seri, I. Wahyuni, Nengah Eka, Mertayasa
Technological development provides many benefits in learning process, such as the development of the learning method, media, strategy, and design. Based on the observation had been done at History department, UNDIKSHA showed that the students had problems in learning process especially in Indonesian Prehistory Course. The lecturer still focused on teacher-centered method and book only without using technological development. That is why, students’ interest, motivation, and understanding towards the learning process could be categorized as low. This research aimed to describe the implementation of gamification technique and virtual reality in developing an educational game to help students in recognizing the prehistoric objects, increasing the students’ motivation and activeness, and giving immersive experience learning toward the metaverse. This research used ADDIE Model method and was analyzed by using descriptive quantitative and qualitative. The subjects were 20 students of the History department at UNDIKSHA. The result showed that the average response of the 20 users was 91.81% which could be categorized as very positive. The effect score was 0.80 which could be categorized as very effective. It was counted by using N-Gain Score. So, gamification based on virtual reality could increase the students’ activeness, interest, motivation, and understanding toward the prehistoric objects.
技术的发展为学习过程提供了许多好处,如学习方法、媒介、策略和设计的发展。根据对历史系的观察,联科社发现学生在学习过程中存在问题,特别是在印度尼西亚史前史课程上。讲师仍然专注于以教师为中心的方法和书本,没有使用技术发展。这就是为什么学生对学习过程的兴趣,动机和理解可以被归类为低。本研究旨在描述游戏化技术与虚拟实境在开发教育游戏中的应用,以帮助学生识别史前物品,增加学生的动机和积极性,并为学生提供沉浸式的体验学习。本研究采用ADDIE模型方法,采用描述性、定量和定性相结合的方法进行分析。受试对象是科索沃和平事务部历史系的20名学生。结果显示,20位用户的平均反应为91.81%,可以归类为非常积极。效果评分为0.80,为非常有效。采用n -增益评分法进行计数。因此,基于虚拟现实的游戏化可以提高学生对史前文物的积极性、兴趣、动机和理解。
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引用次数: 9
Creating and Collecting e-Learning Event Logs to Analyze Learning Behavior of Students through Process Mining 创建和收集电子学习事件日志,通过过程挖掘分析学生的学习行为
Q2 Social Sciences Pub Date : 2023-01-01 DOI: 10.18178/ijiet.2023.13.2.1798
A. Nammakhunt, P. Porouhan, W. Premchaiswadi
Many traditional educational management models are being switched or shifted into online platforms; thus, assessing behavioral aspects of learners is essential to improving the quality of online teaching and learning processes. Currently, a problem in managing online teaching of courses is that instructors do not have the appropriate tools and techniques to be fully aware of students’ behavioral patterns in a data-driven and process-aware approach. This study is divided into three main parts. In the first part, a dataset of online students is transformed and preprocessed. In the second part, the Fuzzy Miner algorithm supported by Fluxicon Disco is applied to the dataset to understand the learning process of the students in terms of the duration and length of the tutorial videos watched online (i.e., fully watched, partially watched, paused, and resumed intervals) and in terms of the frequencies of all activities. In the third part, a comparison between behavioral patterns of high-performance group of students versus their low-performance counterparts attending the same course was conducted, and we used the Dotted Chart Analysis technique supported by ProM to conduct and make the comparisons. The results of the study showed significant differences between the two groups in terms of the duration spent on the tutorial videos and in terms of the sequence and order of the activities performed and executed. The findings of the research can be used by instructors, administrators, and educational managers to improve the course curriculum management process or to boost effective coaching and teaching styles, leading to the optimization of students’ learning process by increasing educators’ awareness about students’ weaknesses and strengths.
许多传统的教育管理模式正在被转换或转移到在线平台;因此,评估学习者的行为方面对于提高在线教学和学习过程的质量至关重要。目前,管理在线课程教学的一个问题是,教师没有适当的工具和技术,以数据驱动和过程感知的方法来充分了解学生的行为模式。本研究主要分为三个部分。在第一部分中,对在线学生数据集进行了转换和预处理。在第二部分中,我们将Fluxicon Disco支持的Fuzzy Miner算法应用于数据集,根据在线观看教程视频的时长和长度(即完全观看、部分观看、暂停和恢复的间隔)以及所有活动的频率来了解学生的学习过程。在第三部分中,我们对同一课程的高绩效组学生和低绩效组学生的行为模式进行了比较,我们使用了ProM支持的虚点图分析技术进行比较。研究结果显示,两组学生在观看教学视频的时间长短以及完成和执行活动的顺序和顺序上存在显著差异。研究结果可以被教师、管理人员和教育管理者用来改进课程的课程管理过程,或促进有效的指导和教学风格,通过提高教育者对学生优缺点的认识,从而优化学生的学习过程。
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引用次数: 0
Technological Acceptance Model for Social Media Networking in e-Learning in Higher Educational Institutes 高校电子学习中社会化媒体网络的技术接受模型
Q2 Social Sciences Pub Date : 2023-01-01 DOI: 10.18178/ijiet.2023.13.2.1801
S. Ajibade, A. Zaidi
Twitter and Facebook are popular among college educators. The use of social media in schools of higher learning has also been the subject of study. The use of social media has opened up new avenues of contact, collaboration, and participation between students and teachers. Accepting students and educators who make use of technological tools to do so requires insight into the factors that shape their propensity to do so. Using the Technology Acceptance Model (TAM) framework, which highlights perceived ease of use, perceived usefulness, and behavioral intention to use new technologies, this paper investigates the extent to which Nigerians are adopting social networking media for e-learning. Quantitative studies made use of surveys. Teachers and students from four different Nigerian schools participated in this survey. The suggested model factors were predicted using structural equation modeling (SEM). Intentions to utilize social media for e-learning by students and faculty at Nigerian institutions were shown to be impacted by these factors: perceived ease of use and perceived utility. The research is limited in that it does not offer any insight into interactive factors such interaction with research group members and peers, interaction with supervisors or lecturers, engagement, or active collaborative learning.
Twitter和Facebook在大学教育工作者中很受欢迎。高等学校中社交媒体的使用也一直是研究的主题。社会媒体的使用为学生和教师之间的联系、合作和参与开辟了新的途径。接受利用技术工具的学生和教育工作者这样做,需要深入了解影响他们这样做倾向的因素。使用技术接受模型(TAM)框架,该框架突出了使用新技术的感知易用性、感知有用性和行为意图,本文调查了尼日利亚人采用社交网络媒体进行电子学习的程度。定量研究利用了调查。来自尼日利亚四所不同学校的师生参与了这项调查。采用结构方程模型(SEM)对建议的模型因子进行预测。尼日利亚各院校的学生和教师利用社交媒体进行电子学习的意愿受到以下因素的影响:感知到的易用性和感知到的实用性。该研究的局限性在于,它没有提供任何关于互动因素的见解,如与研究小组成员和同龄人的互动,与主管或讲师的互动,参与或积极的协作学习。
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引用次数: 2
Students’ Perspective on the New Normal Virtual Learning 学生对新常态虚拟学习的看法
Q2 Social Sciences Pub Date : 2023-01-01 DOI: 10.18178/ijiet.2023.13.2.1818
J. A. Talingdan, Candylyn A. Alunday
COVID-19 has brought a drastic change in the educational system as many universities in the world were obliged to move from face-to-face interaction to online learning as a preventive measure against the spread of the disease infection. This study aimed to explore the thoughts and opinions of the Bachelor of Science in Information Technology students (BSIT) on the new normal virtual learning using NVivo software to facilitate the process of defining and analyzing the themes and to determine the common difficulties experienced by the students in the new learning set up. The study used a qualitative design. 150 BSIT students served as the respondents. The data gathered were processed in the NVivo software to get important verbalizations and describe what was common among the students’ opinions. The derived meaning or statements were formulated and categorized into codes and themes. There were five themes derived such as learning is hard due to limited or poor internet connectivity; in this time of the pandemic, gadgets are the teachers; money is most needed to buy prepaid load for phones; learning is harder because of lack of tools like a laptop, and; problems in the module requirements are high. With the Students’ Perspective on New Normal Virtual Learning, with its pros and cons, online classes must not prevent students from getting the education they need and deserve even amid the pandemic. Hence, it is advised that virtual learning should be planned, implemented, and evaluated to lessen the problems thus, achieve better learning objectives for each course.
随着新冠肺炎疫情的扩散,世界各地的大学为了防止新冠肺炎疫情的扩散,不得不从面对面交流转向在线学习,这给教育体系带来了巨大的变化。本研究旨在探讨资讯科技理学士(BSIT)学生对使用NVivo软件进行新常态虚拟学习的想法和意见,以促进主题的定义和分析过程,并确定学生在新学习设置中遇到的共同困难。该研究采用了定性设计。150名BSIT学生作为调查对象。收集的数据在NVivo软件中进行处理,以获得重要的语言表达,并描述学生意见中的共同之处。衍生的意义或陈述被制定并分类为代码和主题。有五个主题,如学习困难,由于有限或较差的互联网连接;在这个大流行时期,电子产品是老师;最需要钱的是购买手机预付费;由于缺乏像笔记本电脑这样的工具,学习变得更加困难;模块要求较高的问题。从学生对新常态虚拟学习的看法来看,即使在疫情期间,在线课程也不能阻止学生获得他们需要和应得的教育。因此,建议对虚拟学习进行规划、实施和评估,以减少这些问题,从而更好地实现每门课程的学习目标。
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引用次数: 1
Analysis of Barriers in Conduct of Lab Based Courses in Remote Teaching Learning Paradigm 远程教学模式下实验课程实施的障碍分析
Q2 Social Sciences Pub Date : 2023-01-01 DOI: 10.18178/ijiet.2023.13.3.1828
Rupashi Behal, Saru Dhir, Nitasha Hasteer, K. Soni
Many countries are implementing distance learning in response to the Covid19 pandemic. Distance learning helped learners continue their studies as schools and universities were closed due to the pandemic. The purpose of this study is to analyze the impact of Covid-19 lockdown on learners' academic performance. This research focuses on the challenges faced by distance learning learners. The purpose of this study is to identify barriers to distance learning. This study applies the DEMATEL (Decision Making Test and Evaluation Institute) approach to assess the barriers faced by learners in distance learning. The DEMATEL strategy is being used to identify the key factors by identifying the interrelationships between the various factors. A quantitative survey method using a structured questionnaire was carried out. The questionnaire was administered to a cohort of 54 undergraduate engineering students of third semester (2nd year) pursuing Bachelor of Technology (Information Technology) in India. This study found that motivation, social interaction, and resource costs were assessed in causal groups with RiCi scores of 0.332, 0.1774, and 0.113, respectively. Technical concerns and administrative issues are categorized in the effect group with Ri-Ci values of -0.333 and -0.287 respectively and are the most important criteria based on first and second highest Ri+Ci values of 0.646524 and 0.59817, respectively. Our findings reveal that motivation is the most important barrier in remote teaching learning. A sense of self-motivation can be induced by organizing workshops, practical sessions and grooming sessions. The study would benefit academic institutions and learners as it would help them to enrich the remote teaching learning process.
为应对2019冠状病毒病大流行,许多国家正在实施远程教育。在学校和大学因大流行而关闭的情况下,远程学习帮助学习者继续学习。本研究的目的是分析新冠肺炎封锁对学习者学习成绩的影响。本研究的重点是远程学习学习者所面临的挑战。本研究的目的是确定远程学习的障碍。本研究采用决策测试与评估研究所(DEMATEL)方法来评估学习者在远程学习中所面临的障碍。通过确定各种因素之间的相互关系,正在使用DEMATEL战略来确定关键因素。采用结构化问卷的定量调查方法。该问卷是对54名在印度攻读信息技术学士学位的第三学期(第二年)工程本科学生进行的。本研究发现,动机、社会互动和资源成本在因果组的RiCi得分分别为0.332、0.1774和0.113。技术问题和管理问题分别被归类为Ri-Ci值为-0.333和-0.287的效果组,它们是基于Ri+Ci值分别为0.646524和0.59817的第一和第二高的最重要标准。我们的研究结果表明,动机是远程教学中最重要的障碍。自我激励感可以通过组织研讨会、实践课程和培训课程来培养。这项研究将使学术机构和学习者受益,因为它将帮助他们丰富远程教学的学习过程。
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引用次数: 0
Design Thinking in Science Education: Enhancing Undergraduate Students' Motivation and Achievement in Learning Biology 科学教育中的设计思维:提高大学生学习生物学的动机和成就
Q2 Social Sciences Pub Date : 2023-01-01 DOI: 10.18178/ijiet.2023.13.4.1846
A. Bawaneh, M. M. Alnamshan
The purpose of this study was to investigate the effects of a design-thinking-based teaching method on optimizing students’ motivation and understanding of cell biology. This method is based on creativity and creating solutions and is primarily human focused. It involves a five-step process: discovery, explanation, thinking, experimenting, and developing. In this study, the researchers employed empathy in redesigning the content after each class based on student feedback and reflections. The sample included 92 female students: 50 in a design-thinking classroom and 42 in a conventional classroom. Three instruments were developed: a teachers’ guide, an achievement test, and a questionnaire on students’ motivation toward learning biology. Data were analyzed using the mean, standard deviation, an ANCOVA test, and size effect. The results showed that there were statistically significant differences in students’ increased motivation and achievement of biology in favor of the design-thinking classes. Although the results indicated that there was a statistically significant difference for teaching by the design-thinking method in improving students’ achievement according to students’ GPA, the results did not indicate a statistically significant difference in enhancing students’ motivation toward learning biology according to GPA. Therefore, instructors and curriculum developers should restructure the contents of their courses according to the design-thinking model to optimize students’ motivation and understanding of cell biology.
摘要本研究旨在探讨以设计思维为基础的教学方法对优化学生对细胞生物学的学习动机和理解的效果。这种方法基于创造力和创造解决方案,主要以人为中心。它包括五个步骤:发现、解释、思考、实验和发展。在本研究中,研究者利用移情在每节课后根据学生的反馈和反思来重新设计课程内容。样本包括92名女学生:50名在设计思维课堂,42名在传统课堂。开发了三种工具:教师指南,成就测试和学生学习生物学动机的问卷调查。数据分析采用均值、标准差、ANCOVA检验和规模效应。结果显示,设计思维班学生在生物学习动机和成绩上有显著差异。虽然结果显示设计思维教学在根据学生GPA提高学生成绩方面存在统计学差异,但在根据学生GPA提高学生学习生物学的动机方面没有统计学差异。因此,教师和课程开发者应根据设计思维模式重构课程内容,优化学生对细胞生物学的学习动机和理解。
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引用次数: 0
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