'prevent' Search Results
Predictive Model for Clustering Learning Outcomes Affected by COVID-19 Using Ensemble Learning Techniques
educational data mining learning achievement learning analytics online learning model student model...
The influence of COVID-19 has caused a sudden change in learning patterns. Therefore, this research studied the learning achievement modified by online learning patterns affected by COVID-19 at Rajabhat Maha Sarakham University. This research has three objectives. The first objective is to study the cluster of learning outcomes affected by COVID-19 at Rajabhat Maha Sarakham University. The second objective is to develop a predictive model using machine learning and data mining technique for clustering learning outcomes affected by COVID-19. The third objective is to evaluate the predictive model for clustering learning outcomes affected by COVID-19 at Rajabhat Maha Sarakham University. Data collection comprised 139 students from two courses selected by purposive sampling from the Faculty of Information Technology at the Rajabhat Maha Sarakham University during the academic year 2020-2021. Research tools include student educational information, machine learning model development, and data mining-based model performance testing. The research findings revealed the strengths of using educational data mining techniques for developing student relationships, which can effectively manage quality teaching and learning in online patterns. The model developed in the research has a high level of accuracy. Accordingly, the application of machine learning technology obviously supports and promotes learner quality development.
Let's Explore! The Factor, Reliability, and Validity Analyses of Readiness for a Knowledge-Based Economy Among Undergraduate Students
economics education exploratory and confirmatory factor higher education knowledge-based economy undergraduate students...
Knowledge-based economy is an economic model students need to be prepared for a future economic model that uses knowledge as its main resource. Therefore, this study developed and validated instruments for constructing knowledge-based economy readiness among undergraduate students. This study used an online questionnaire with 120 respondents of economic education students in educational universities in East Java, Indonesia, for exploratory factor analysis and 417 respondents for confirmatory factor analysis. Then, statistical analysis was conducted using exploratory factor analysis in SPSS and confirmatory factor analysis in AMOS. This study first developed five factors of knowledge of economics, readiness for economic challenges, readiness for education, readiness for infrastructure, and readiness for innovation, consisting of 27 items. However, one item was removed because the loading factor was below .50. Consequently, 26 items were retained because the loading factor was significantly greater than .50. The Cronbach's alpha value for each item of the knowledge-based economy readiness construct was >.60 and met all goodness of fit index criteria, which means that it meets the requirements and can measure the construct of knowledge-based economy readiness. Since this study meets the validity and reliability requirements of the constructs leading to knowledge-based economy readiness, these results will help students prepare for the current and future knowledge-based economy. They can be used in developing economic education curricula in higher education.
Web-Based Module on Biotechnology: Fostering Preservice Science Teachers’ Eco-literacy Skills
biotechnology eco-literacy preservice science teachers web-based module...
Pre-service science teachers need to be aware of eco-literacy and biotechnology as they will teach science subjects to students from the perspectives of 21st-century skills. This study aimed to develop a web-based module on biotechnology and examine preservice science teachers’ eco-literacy skills after using the developed module. The study used a research and development design adopting Molenda’s product development model (Analysis, Design, Development, Implementation, and Evaluation/ADDIE). There were 60 students majoring in science education as the research participants. The data were collected using a needs analysis questionnaire, a curriculum analysis form, a validation sheet, tests, and a response questionnaire. The obtained quantitative data were analyzed using IBM SPSS 25 with descriptive statistical tests with Swanson’s quantifications. Results showed that the web-based module on biotechnology could be developed through ADDIE stages with experts’ high validity results (M = 4.59, valid with revision). The module significantly improved the teachers’ eco-literacy skills on biotechnology topics (F = 14.053, p = .000, N = 60). This result implies that the web-based module on biotechnology can assist preservice science teachers in improving their eco-literacy skills.
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Bibliometric Investigation in Misconceptions and Conceptual Change Over Three Decades of Science Education
bibliometric conceptual change misconception science education trend research...
This paper explores information related to misconceptions and conceptual change during the last thirty years 1992-2022 to be used as a preliminary study in science education. This study used bibliometric analysis with the help of the Scopus database. This paper used a bibliometric analysis study with the Scopus database and the help of MS Excel, VosViewer, and Rpackage software to visualize the data obtained. The results of this research found that Indonesian researchers have contributed the most in terms of the number of documents published in Australia and the United States. Additionally, research on these two topics has decreased since 2019 due to the Covid-19 pandemic. In addition, these findings present trends in the areas of misconceptions and conceptual change that can be used as baseline data for future research. Studies related to misconceptions will continue to develop because they cannot be separated from the inside of education, whether at any level of elementary school, middle school, or college. This is an opportunity that must be taken advantage of by institutions and policies in an effort to improve and create quality of education, teacher resources, and students.
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Artist Teacher and Fine Art Education Support Activities in Prison: The Key to Awareness and Self-Esteem
art therapy coping with crisis fine art education fine art support activities penal institution...
The main purpose of this study is to present the practice, opportunities, and challenges of fine art education activities in a prison setting. Prison is primarily a form of punishment, a place where prisoners are disempowered and excluded from the outside world. Art is, therefore, extremely useful as it empowers prisoners and brings them contentedness and relaxation. In this research, we present a case study of Hungary and Slovenia. Through meaningful fine art education support activities, we can impact the awareness of the personal situation of prisoners and empower them to cope with various emotional and social challenges. By systematically incorporating fine art concepts, diverse and user-friendly fine art techniques, and content that can engage users where emotional and social skills are identified, strengthened, and indirectly reinforced, it is easier and better to endure the daily challenges of the prison environment. The presented fine art activities in prisons show that it would be useful to think in the direction of systematic involvement of artist teachers or students of fine art education within practical training to create a stimulating environment that helps to strengthen the affective, psychomotor, and cognitive development of juvenile and adult prisoners.
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Voluntary Work for Children in the Republic of Croatia
civic education curriculum contemporary school volunteering...
In today's uncertain world events, it is necessary to promote volunteering from early education. Therefore, it is important and necessary to introduce such extracurricular activities from the first grade of primary school. In the Republic of Croatia, there are various humanitarian organizations that gladly accept any kind of help. Therefore, we need to find teachers who will use their influence to motivate children for humanitarian action and make them aware of the importance of empathy and helping others on a daily basis. This study shows the activities of first-graders to fourth-graders of primary school in the Republic of Croatia. The school curricula in 21 Croatian counties were randomly analysed, and the results are represented in this study. The results show that teachers who organize volunteer activities for their students have a greater level of agreement with the statements that a positive attitude of teachers about volunteering encourages volunteer activities in school. It also helps to enrich the school prevention program by establishing a volunteer club within the school, where volunteering should be encouraged in the classroom class. Volunteering should be encouraged at the school's Student Council, and volunteering should be planned in the school curriculum for participants who do not organize volunteer activities for their students. It can be concluded that teachers have positive attitudes about volunteering within the school. However, participants show significant differences in attitudes regarding gender and personal experience of volunteering.
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Primary to Secondary School Transition for Students with Learning Disabilities: A Comparative Study Before and After the COVID-19 Pandemic
learning disabilities behavioral challenges emotional symptoms primary-secondary transition special education teachers...
This study examines the transition challenges faced by students with learning disabilities (LD) from primary to secondary school, focusing on emotional, behavioral, and social aspects. Using a sample of 168 special education teachers, the study employs the Strengths and Difficulties Questionnaire (SDQ-Hel) to assess emotional symptoms, conduct problems, hyperactivity/inattention, peer relationship difficulties, and prosocial behavior before and after the COVID-19 pandemic. Statistical analyses, including t-tests and repeated measures ANOVA, reveal significant increases in emotional and behavioral challenges post-pandemic. Effect sizes (Cohen’s d) indicate moderate to strong impacts in key areas, with emotional symptoms (η² = .06) and hyperactivity/inattention (η² = .05) exhibiting notable changes. The findings highlight the necessity for targeted interventions, such as teacher training on emotional regulation strategies and structured transition programs. Implications for educators and policymakers include the implementation of inclusive practices and specialized transition support structures to mitigate these challenges and enhance the overall well-being of students with LD.
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Student Care System to Prevent Dropout of the High Vocational Innovation Scholarship Program
care system dropping out innovation scholarship prevent vocational students...
Student dropouts led to a squandering of the education budget. The education system and society are significantly affected, particularly in terms of potential development. To ensure vocational students graduate and secure satisfactory employment in line with the field of study. Implementing a comprehensive system that encompasses promoting, supporting, preventing, and resolving various student issues is essential. This system includes close, meticulous care and support, timely and appropriate interventions, enhancement of life skills, guidance, and holistic student development. This research found that the risk factors in the teaching and learning process account for 90.78 percent of the reasons scholarship students drop out of the education system; there are instances of absenteeism, inappropriate behavior, and a dislike for the teacher and the subject they are teaching. Additionally, the care and support system for vocational students at risk of dropping out consists of four components: Component 1: living care; Component 2: dropout protection; Component 3: counseling and advising; and Component 4: transfer to support. The empirical evaluation of the care and support system for students concluded that the overall assessment was highly suitable. The information should be utilized for planning and policymaking in educational institutions.
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