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'educational data mining' Search Results



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The study aims to determine the reason for choosing the teaching profession identifying how history teacher candidates perceive the concepts of "teacher" and "teaching". The study was conducted with 115 history teachers enrolled in an initial teacher training programme in a university located in Turkey’s Central Anatolia Region in the 2014-2015 academic year. To investigate the candidate teachers’ perceptions of the teaching profession, the research participants filled in blank space from a questionnaire administered by the researchers. The collected data was analysed using the content analysis method and this gave rise to specific metaphors with associated categories. Thus, 19 metaphors and 6 categories for the teacher concept; 26 metaphors and 7 categories for teaching; 15 reasons and 3 categories for the reasons of choosing the teaching profession emerged. Research findings illustrate that the candidate history teachers’ perception of the teaching profession are positive. However, the participants used predominantly negative metaphors, in describing the difficulties history teacher candidates encounted regarding “teaching”. In relation to teaching profession choices, the most occurring reason was the love for the profession; other factors affecting the candidates’ preference were the reasons articulated in the categories of “need” and “responsibility”.

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10.12973/ijem.4.2.83
Pages: 83-93
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382
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826
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3

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Teaching with technology is considered a necessity in the U.S. mathematics classroom. However, few studies have established explicit considerations to support technology-enhanced student achievement. The purpose of this study was to characterize the effectiveness of technology in the mathematics classroom by systematically reviewing meta-analytic research. An exhaustive literature search was conducted. After applying a prioi inclusion criteria the pool of 65 initial meta-analyses was reduce to 13 representative studies. Each study was reviewed and characteristics were coded in four categories: (1) sample, (2) measurement, (3) design, and (4) source. An inductive review of the coded studies produced five unique moderators that were the most salient across studies. Overall mean effect sizes were retrieved or calculated from available study data. Hedges g was used as the common effect size metric for comparison across studies.  The Technological Pedagogical Content Knowledge (TPACK) framework was used to interpret the most salient moderators of effects across studies.  Studies were categorized by didactical functionality and technology type. The results suggest that effects vary by didactical functionality from small to medium. The largest variations were observed for the didactical function of developing conceptual understanding.  Implications for research and instructional praxis are provided.

description Abstract
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10.12973/ijem.2.1.19
Pages: 19-29
cloud_download 1236
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1236
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2314
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15

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The first step towards discussing a phenomenon or a concept in depth and with powerful scientific principles and methodology is to develop, adapt and utilize tools that accurately measure and discover the problem. For this purpose, the present study concentrated on paternalistic leadership, which is a new concept in the field of management, and reliability and validity studies on the scale (PLS) that was used to assess paternalistic leadership by Cheng et al. (2004) were conducted to add the scale to the national literature. The study was conducted on the data collected from 326 (EFA) + 255 (CFA) research assistants to determine the validity of the scale. In a determination of the reliability of the scale, item-total point correlations and Cronbach’s Alpha internal consistency coefficient were used. In order to determine how the scale works in different cultural and qualitative samples, the adaptation version was discussed by comparing with the previous factor analysis studies of the PLS. The analysis showed that adaptation version of the PLS, with the structure of its 3 sub-dimensional and 23-items, will able to be used in studies aiming to determine the characteristics of paternalistic leadership in the organizational structure and management processes of universities for the researchers working in the field of higher education.

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10.12973/ijem.4.4.267
Pages: 267-285
cloud_download 460
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460
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956
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2

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Our goal for this article is two-fold: 1) to examine the efficacy of participatory concept mapping as an integration tool for mixed methods research (MMR), and 2) to explore, using concept mapping, pre-service teachers’ epistemic cognition (EC) and its relationship to teaching orientation (TO).  Using a combined developmental and dimensional framework, preservice teachers’ (N=48) concept maps about their (EC) and (TO) were investigated.  Analyses revealed that the majority of the participants were consistent with the EC profiles of either: 1) absolutist, 2) multiplist, or 3) evaluativist.  Participants’ EC and TO were clearly linked and implications for learning, instruction, and teacher education are discussed. Finally, concept mapping was deemed an effective tool for MMR especially as it pertains to integration.

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10.12973/ijem.5.2.247
Pages: 247-264
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481
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838
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2

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This study describes the development and validation of a psychometrically-sound instrument, the Active Learning Strategies Inventory (ALSI), designed to measure learners’ perceptions of their active learning strategies within an active learning context. Active learning encompasses a broad range of pedagogical practices and instructional methods that connect with an individual learner's active learning strategies. In order to fulfill the study's goals, a conceptual framework on learners’ active learning strategies was developed and proposed, drawing upon the research literature on active learning. The development and construct validation of the Active Learning Strategies Inventory (ALSI), based on the conceptual and methodological underpinnings, involved identifying five scales of learners’ active learning strategies: engagement, cognitive processing, orientation to learning, readiness to learn and motivational orientation. An item pool of 20 items was generated following an extensive review of the literature, standardized card sorting procedures including confirmatory factor analysis and scale validation of a pilot (n = 407) survey. The ALSI scale demonstrated strong internal consistency and reliability with a Cronbach's alpha ranging from 0.81 to 0.87. High item loading scores from the factor analysis provided initial support for the instrument's construct validity of the five-factor model. The ALSI scale provides a reliable and valid method for researchers and academicians who wish to measure learners' perceptions of their active learning strategies within an active learning context. Finally, we discuss the implications and address the limitations and directions for future research.

description Abstract
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10.12973/ijem.7.1.201
Pages: 201-223
cloud_download 999
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999
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1174
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5

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4

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This research aims to reveal the first-year experiences of social studies teachers who have just started their profession in the public sector. Also, it aims to reveal what awaits teachers in the school environment and the current experiences of teachers at the beginning of the profession. Case study design, one of the qualitative research designs, was used in the study. The study group of the research consists of 34 social studies teachers working in secondary schools affiliated to the Ministry of National Education (Turkey) in the districts of Ankara. Participants were selected on an equal basis from all districts of Ankara province. Purposeful sampling, one of the non-random sampling methods was used in determining participants. In addition, criterion sampling was also used in the purposeful sampling phase. The obtained data were subjected to the content and descriptive analysis. As a result of the research, following the latest changes and developments and developing their basic knowledge and skills seems important for teachers who started their profession in the public sector. The multidisciplinary of the social studies branch, attractivity, and the fact that there are no alternatives comes to the fore in teachers' decision-making process to become social studies teachers. In addition, teachers participating in the research suggested to new teachers that they should master their fields, maintain their personal development, get to know the target group, and maintain strong communication in school.

description Abstract
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10.12973/ijem.7.1.171
Pages: 171-185
cloud_download 833
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833
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834
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3

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This study aimed to develop an instructional design that focuses on programming teaching for gifted and talented students and to investigate its effects on the teaching process. During the development of the instructional design; the steps of Morrison, Ross and Kemp Instructional Design Model were followed. Embedded experimental design, one of the mixed-method research designs, was used in the modeling of the study. The participants consisted of students studying at the Science and Art Center (BILSEM) (experimental group: 13 girls and 12 boys, control group: 10 girls and 15 boys). While the instructional design developed by the researchers was applied to the gifted and talented students in the experimental group, the standard activities used in Information Technologies and Software Courses at BILSEM were applied to the gifted and talented students in the control group. “Computational Thinking Scale (CTS)”, “Torrance Creative Thinking Test (TCTT-Figural)” and “Computer Programming Self-Efficacy Scale (CPSES)” were used to collect the data of the quantitative phase of the study. Qualitative data were gathered by using interview form, observation forms, and design thinking rubric. Two-Factor ANOVA Test, Bonferroni Adjustment Multiple Comparisons Test, and interaction graphs were used to analyze quantitative data while qualitative data were analyzed by content analysis. The quantitative results of the research showed that the instructional design was effective on students' computational thinking and creative thinking skills, but not on programming self-efficacy. Qualitative findings revealed that the instructional design helped the students learn the computational concepts, use computational applications, and develop computational-perspectives. Also, students improved their design thinking skills to a certain level and expressed that they enjoyed the design thinking process, learned the course content, and experienced some difficulties.

description Abstract
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10.12973/ijem.6.1.161
Pages: 161-183
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1382
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1090
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10

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E-learning pedagogy is used in many health training institutions in Uganda, However, despite the high investment, e-learning adoption is still low. This study aimed at ascertaining the relevance of on-line quality management in improve e-learning adoption in midwifery schools in Uganda. It used an explanatory sequential mixed methods design to ascertain if on-line quality management was significant at improving e-learning adoption and the on-line quality traits which would be implemented by midwifery schools to improve e-learning adoption. Data collection was conducted in two phases, the first entailed quantitative data collection and analysis to determine if on-line quality management was significant to e-learning adoption. The second embraced a qualitative data collection and analysis to ascertain the detailed traits of on-line quality management relevant to e-learning adoption. Linear regression analysis established on-line quality management had influence on e-learning adoption (p=0.000). On-line quality management accounted for 55.5% of the variance in e-learning adoption with a strong positive statistically significant relationship, and its salient traits included; Compact Disc, Read-Only-Memory materials meets the expectation of users, collaborative improvement of on-line quality, Learning Management System meets expectations of users, providing the best on-line experience, e-learning program being described as an excellent on-line learning experience, and guidelines for improving on-line quality. Midwifery schools therefore have to focus on the six most relevant traits of on-line quality management if they are to improve e-learning adoption.

description Abstract
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10.12973/ijem.6.2.271
Pages: 271-283
cloud_download 399
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399
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979
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3

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Primary School Students’ Attitudes towards Science

science attitude towards science scale primary school student

Hulya Cermik , Aslihan Fenli-Aktan


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This study aims to find out the attitude levels of the fourth grade primary school students towards science and to examine these attitudes according to some variables. The study is designed in descriptive survey model to reveal the present situation.  The data were collected through Attitude towards Science Scale, a three-point Likert scale developed by the researchers. A total of 562 students participated in the study. The findings of the study demonstrate that the students' attitudes towards science, which are based on two dimensions including scientific discovery and scientific curiosity, are positive. The students' attitudes towards science do not differ statistically according to their gender. However, their attitudes towards science show statistically significant differences according to whether the students follow a scientific magazine or not, whether they study at a public or private school, whether their mothers are a teacher or not and the educational level of their parents. It is believed that the results will contribute to raising generations with positive attitudes towards science.

description Abstract
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10.12973/ijem.6.2.355
Pages: 355-365
cloud_download 1361
visibility 1107
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1361
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1107
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6

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This study aimed to investigate whether Thai high school students’ perceived teacher support could enhance their reading ability through self-efficacy and sense of school belonging. The theoretical foundation of this study included the theory of social-motivational processes and social cognitive theory. Structural equation modeling was used for analysis and validation. The student questionnaire from the Programme for International Student Assessment (PISA) 2018 survey questions regarding teacher support, sense of school belonging, self-efficacy, and reading ability. The sample consisted of the data collected from the Thai students in the PISA2018 survey, with an effective sample size totaling 7968. The research results of the overall model showed that the perceived teacher support of Thai high school students’ had no direct effect on their reading ability, but their perceived teacher support had an indirect effect on reading ability through their self-efficacy and sense of school belonging. From the results can be seen that high school teachers in Thailand, in supporting and encouraging their students in learning, must simultaneously develop their perceived self-efficacy and sense of school belonging. Only thus can there be obvious help to their students’ reading ability.

description Abstract
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10.12973/ijem.6.2.435
Pages: 435-446
cloud_download 645
visibility 943
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645
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943
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10

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Humans have had to immigrate from one country to another throughout the history because of economic problems, warfare, safety, etc. Warfare and migration definitely bring about traumatic incidents for all humanity. However, they are much more destructive for children. The current study aims to review the warfare-and-migration-themed drawings of the Syrian and Palestinian children living in Turkey as refugees in comparison to the Turkish children’s drawings. A case study design was employed as a qualitative methodology. 19 Syrian, 6 Palestinian and 25 Turkish children aged between 6-10 years studying in various primary schools in City of Istanbul made up the study sample. Children were asked to draw pictures of warfare and migration, observed and interviewed for data collection. Content analysis was used to determine the themes present in the qualitative data. The themes identified in the drawings were discussed referring to the literature and recommendations were made.

description Abstract
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10.12973/ijem.6.2.481
Pages: 481-495
cloud_download 812
visibility 1142
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812
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1142
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8

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Autism Spectrum Disorder (ASD) refers to a neurodevelopmental disorder that manifests itself and continues during the disorder’s course with symptoms of inadequacies in social interaction and communication, limited and repetitive behaviors and limited interests. It was stated that the burden and fatigue stemming from the long-term care of the child, changing family roles and routines, difficulties encountered during diagnosis and access to services, getting insufficient information about the diagnosis, the need for information to access appropriate education and rehabilitation services and the economic burden caused by satisfying this need, and the difficulties in participating in social life account for burnout in parents of children with ASD. The main purpose of this study was to examine the relationship between parental burnout, and the perceived social support level of parents of children with ASD and their satisfaction level from this support. In addition to this main purpose, (a) the relationship between parental burnout level, and the ages of the children with ASD, the time since diagnosis and parental age, and (b) whether there is a difference in the parental burnout level according to parental education level and gender were examined in the study. Data was collected from the parents of 296 children who met the criteria for participation in the study using the Participant Information Form, Parental Burnout Scale and Revised Parental Social Support Scale. The study results revealed that there was a weak and moderate negative relationship between perceived social support and parental burnout.

description Abstract
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10.12973/ijem.6.3.533
Pages: 533-543
cloud_download 1744
visibility 1610
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1744
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1610
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14

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Digital storytelling has undergone extensive study in different content-areas, but its naturally-combined use with collaborative writing for skills development, and reflective practice remains underresearched in pre-service EFL teacher education. This study undertook joint tech-enhanced retelling of L2 texts by 56 Turkish EFL teacher candidates, rubric-based peer and teacher assessment of final products, comparative analysis of complexity, accuracy, and fluency (CAF) between outliers, and process evaluation using the significant learning taxonomy to explore impacts on L2 writing performance, academic learning, and personal growth. Despite assigning lower scores than the teacher-assessors, especially to the top-performers, the majority of peers successfully fulfilled the job, effectively performed the future reviewer role, and positively reacted to co-construction, and technology integration. CAF and reflection analyses indicated that the biggest difference between the highest- and lowest-scoring groups lay in grammatical accuracy, and lack of mutual interaction could account for the less cooperative group’s poorer performance. The classification of their post-task responses into six kinds of learning gains (foundational knowledge, application, integration, human dimension, caring, and learning how to learn) also revealed that their collaborative digital storytelling experience (CDS) elicited more procedural, critical, creative and practical thinking on the academic learning front, while disciplinary and integrative thinking may have declined due to more immediate preoccupation with task achievement. Their critical thinking was mainly organised around consensus-reaching, fluctuating membership, and logistical challenges, and most demonstrated a clear understanding of the role of positive group dynamics in group outcomes. Despite heightened awareness of the performance-boosting, character-forming, and motivational benefits of collective scaffolding and multimodal meaning-making, a minority could also discern the instrumentality of innovative teaching techniques in their future classroom practices.

description Abstract
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10.12973/ijem.6.3.555
Pages: 555-569
cloud_download 576
visibility 1060
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576
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1060
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8

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Shared leadership enables employees to develop positive feelings for their organizations and themselves. Especially, their devotional feelings and behaviours towards their organizations increase with the sharing of leadership. In this study, the shared leadership of the school and the organizational commitment levels of the teachers, their relationship with each other and the predictive status were examined. This study is a research within relational survey model. The data of the research were collected from 512 teachers in primary and secondary schools in Malatya districts of Turkey in the 2019-2020 academic year. The data were collected through the Shared Leadership Scale and the Organizational Commitment Scale of Teachers. For the analysis of the data, t-test, ANOVA test, correlation and regression analyzes were performed. According to the results of the research, shared leadership and organizational commitment levels in primary and secondary schools are high. There is a positively significant and moderate correlation between the shared leadership of the school and the organizational commitment of teachers. Shared leadership in primary and secondary schools positively and significantly predicts teachers' organizational commitment. For this reason, in order to increase the organizational commitment of teachers; it is important to create a sharing school life, in order to support teachers for the purposes of the organization and to include them in decision-making processes. According to the results obtained, it is recommended that young teachers with lower organizational commitment be given more duties, powers and responsibilities.

description Abstract
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10.12973/ijem.6.3.613
Pages: 613-629
cloud_download 640
visibility 835
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640
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835
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8

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Today’s individuals are expected to have skills in many areas as a natural consequence of the advances that have been taking place in society and technology. Particularly in developed countries, these skills are also called 21st century skills. Critical, creative and reflective thinking, problem solving and keeping up with the digital age (digital literacy) are some of these skills. Universities play a significant role in raising qualified individuals in our country. Updating the training programs, keeping up with the era and having a say in the digital world makes it a necessity for people who give education in these areas to be competent. From this point of view, this study aimed to explore the digital literacy levels of Turkish academics working in faculties of education and the perceptions of students towards technology integration competence of the academics. In this study, quantitative cross-sectional design was preferred. While selecting the participants, purposeful sampling method was used, and two different participant groups (academics and prospective teachers) were included in the process. Two scales with validity and reliability in the literature were used as data collection tools in the research. In the data collection process, firstly, a survey was administered to academics working in faculties of education, and then another one was conducted with prospective teachers. The results obtained were subjected to quantitative data analysis via SPSS 24 and AMOS 24 software, and descriptive and inferential statistics were generated. The results revealed that the variables of department, age and grade level created a significant difference in the digitalization of academics, whereas the gender variable significantly contributed only to the perceptions of prospective teachers.

description Abstract
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10.12973/ijem.7.1.15
Pages: 15-31
cloud_download 1484
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1484
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1303
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7

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This study aimed at investigating the outcomes of the cooperation practices, which were utilized to enhance the quality of work-integrated learning at Nong Khai Technical College. The investigation covered the following three aspects: 1) the changes that had arisen from the development of specified indicators; 2) the learning that occurred, and 3) the body of knowledge, which had been obtained from the practice. A participatory action research methodology was adopted during two semesters. There were 19 teachers and 30 students involved in the project. The results of the study revealed three key features. Firstly, the post-practice evaluation in both the first and the second cycles was higher than in the pre-practice evaluation. Secondly, the researcher, research participants and the college learned from various issues of the practice. This learning included gaining an awareness of the importance of collaborative work, the importance of studying the theoretical perspective in order to enhance the existing knowledge and experiences, and the importance of planning, practice, observation, and reflection in comprehensive work. Finally, the knowledge gained was found to correlate with Kurt Lewin's Force-Field Analysis which consists of the following elements: 1) expected change, 2) driving factors for change, 3) resistance to change, and 4) overcoming resistance.

description Abstract
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10.12973/ijem.7.3.387
Pages: 387-400
cloud_download 306
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306
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531
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0

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Science literacy, which is included in Programme for International Student Assessment (PISA) as an assessment area, is an important research and discussion area of science education literature with all its dimensions. In this study, the clustering results of the students from 34 Organization for Economic Cooperation and Development (OECD) countries participating in the PISA 2015 test and sampled by systematic sampling method are obtained by K-Means Clustering and Two-Step Cluster Analysis using the factor scores and PISA science literacy average scores. It is thought that the study is of great importance in terms of dividing individuals into clusters according to science instruction methods and the mean of plausible values and having an idea about how each cluster is defined. As a result of the K-means cluster analysis, it was determined that the input variable with the highest level of importance in the formation of the first and third clusters in which the students with the highest scores were included was teacher-directed science instruction, and after this variable, the input variable with the highest level of importance was the perceived feedback from science teachers. Within the scope of the Two-Step Clustering Analysis, it was determined that teacher-directed science instruction has the most importance in terms of the decomposition of clusters, followed by adaptive instruction in science lessons in terms of importance level.

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10.12973/ijem.7.3.487
Pages: 487-500
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151
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417
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Despite findings in the literature on its significance, the acclimatization of teachers into school units is not well organized. Hence, many newly appointed teachers fell as a “foreign body” into school, they do not interact with the other members of staff and they are not actively engaged in school life. This study aims to explore the factors involved in social behavior (collegial relations) among members of the educational community. These factors may affect the acclimatization/reception of teachers who, regardless of their teaching experience, are called to teach for the first time in a new school environment. According to the findings, it is essential the attitudes of teaching staff, in matters of cooperation, to be transformed and a collegial climate in schools to be established. To this end, fostering empathy among teachers through educational activities and enhancing opportunities for cooperation and teamwork inside and outside the classroom would be of significant contribution.

description Abstract
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10.12973/ijem.8.1.39
Pages: 39-54
cloud_download 348
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348
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533
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2

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2

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Technological advances and the Coronavirus disease (COVID-19) pandemic have forced higher education institutions to be innovative in delivering education in their countries. E- assessment using e-portfolio illustrates the importance of assessment practices that promote constructivist perception, allowing students to create their own learning as active participants through innovative learning and assessment activities. The purpose of this paper was to explore lecturer’s understandings on the functionality of e-portfolio as an alternative assessment in an Open Distance e-Learning (ODeL). For this qualitative study, within an interpretative paradigm, interviews were conducted with four lecturers using thematic approach. The findings revealed that e-portfolio is beneficial for assessment in the ODeL as it allows students the opportunity to self-embrace their learning, e-portfolio enhances student-centeredness through authentic assessment practices. However, e-portfolio is not implemented to its potential due to challenges and constraints experienced by lecturers. Based on the findings, it is recommended that training workshops beneficial for lecturers should be conducted at the beginning of the course/module on how to create their e-portfolios. Furthermore, an e-portfolio assessment framework to be facilitated for the successful implementation of e-portfolio assessment strategy.  

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10.12973/ijem.8.1.81
Pages: 81-90
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280
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441
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5

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4

Reading Trajectories in Elementary Grades: A Longitudinal Analysis

elementary grades growth modeling reading trajectories sociodemographic factors

Malkeet Singh , Hugh Dunn , Hella Bel-Hadj-Amor


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Research shows that children's reading proficiency levels in the early grades positively correlate with students' future academic achievement. This study provides the first-ever analysis of reading achievement trajectories for a cohort of students in grades 3 to 5 in 2014–17 in Hawaii schools. Hawaii serves a diverse student population whose characteristics differ in ways often overlooked by standard US racial and ethnic classifications. Our analysis shows that Native Hawaiian and Pacific Islander students not only start at a lower reading proficiency than their peers in Grade 3, but the achievement gap widens as they move from Grade 3 to Grade 5. Moreover, we find a strong association between students' third-grade performance and reading achievement growth rate above and beyond all other factors in our longitudinal model. The difference in performance patterns between student subgroups across the elementary grades can serve as an accurate baseline for yearly monitoring. In light of our findings, we discuss implications for policy and practice.

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10.12973/ijem.8.2.259
Pages: 259-273
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278
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339
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