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Eurasian Society of Educational Research
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College House, 2nd Floor 17 King Edwards Road, Ruislip, London, UK. HA4 7AE

'Educational data mining' Search Results



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The aim of this study was to investigate the VMLSE perception levels of eighth grade students and differentiations based on variables of gender, state of success, final grade and ability to relate mathematical concepts to daily life and examine their views on this issue. The exploratory design of mixed method, which includes both quantitative and qualitative methods, was used in the study. The survey method was used in the quantitative dimension of the study. In qualitative dimension, phenomenological design which is one of the qualitative research designs is used. The data obtained from the quantitative dimension by VMLSE perception scale were analyzed by t-test and one-way analysis of variance. The data obtained from the semi-structured interview form were analyzed by using the content analysis method for the qualitative dimension of the research. As a consequently, there was a significant difference in VMLSE perceptions based on the variables of final grade, finding one’s self successful in the field of mathematics and ability to relate mathematical concepts; however, there was no significant difference based on gender. Additionally, it was found, the students had the idea that having VMLSE perception would affect mathematics success positively. 

description Abstract
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10.12973/ijem.5.1.177
Pages: 165-176
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1030
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The fact that the prospective Turkish teachers’ having a command of different methods and techniques as being Turkish teachers of the future is important in terms of its positive effects on the comprehension and expression skills of the middle school students. This study used the case study design and the qualitative approach. The aim of the research was to test the effectiveness of literature circle method and contribute to the field in theoretical and practical context. Fourty-six prospective Turkish teachers were conveniently sampled from the state university in Istanbul, to participate in the study. During six weeks, the opinions of prospective Turkish teachers who applied literature circle method were collected through unstructured interview forms. The data collected were subjected to a content analysis. It was concluded that prospective Turkish teachers found the method of literature circle favorible, in terms of cooperation, solidarity, gaining different perspectives, revealing hidden talents, developing self-confidence, aesthetic pleasure, enriching vocabulary and catching the details.

description Abstract
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10.12973/ijem.4.2.53
Pages: 53-60
cloud_download 571
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571
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1041
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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”.

description Abstract
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10.12973/ijem.4.2.83
Pages: 83-93
cloud_download 387
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387
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841
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3

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The intention of this study was to make a positive contribution to the scant literature on cyberbullying at the post-secondary level. Participants were 187 undergraduate students matriculated at a large U.S. Northeastern metropolitan Roman Catholic university. The focus of the study was on the prevalence of cyberbullying victimization and perpetration at the university. Eight students (4.3%) indicated that they were victims of cyberbullying at the university level; a total of 14 (7.5%) students acknowledged having participated in bullying at that level. A significant finding had to do with the comfort level of students in reporting cyberbullying. A comparison of the results of our study to those of the only other study of cyberbullying conducted at an institution of higher learning with the same religious affiliation revealed similar results.

description Abstract
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10.12973/ijem.4.2.101
Pages: 101-107
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1629
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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 1240
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1240
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2381
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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.

description Abstract
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10.12973/ijem.4.4.267
Pages: 267-285
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463
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987
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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.

description Abstract
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10.12973/ijem.5.2.247
Pages: 247-264
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492
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865
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Social Studies Teacher Candidates’ Perception of Digital Citizenship

social studies digital citizenship technology

Nurhak Cem Dedebali , Iskender Dasdemir


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With the rapid pace of technological and digital change, the use of mass communication and digital communication tools, and internet usage have become very prevalent and thus digital citizenship education has become a necessity for individuals so that they can effectively use these technologies. In this respect, in-class and out-of-class activities play a crucial role in developing students’ digital citizenship competencies in social studies education. Teacher candidates’ perception of digital citizenship will influence students as well. The objective of the current study is to identify the perception of the social studies teacher candidates towards digital citizenship. A descriptive cross-sectional screening model was utilized in the study. The sample of the study is composed of senior teacher candidates attending the Social Studies Teaching Department, Faculty of Education of Ege University in the 2016-2017 academic year. Digital Citizenship Attitude Scale was employed to identify the perceptions of teacher candidates towards digital citizenship. The analysis of the results in the context of subdimensions indicates that no statistically significant difference was found by the gender variable, however significant differences was observed in digital citizenship levels of the teacher candidates according to the variables of owning a personal computer, age and years of experience in computer use.

description Abstract
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10.12973/ijem.5.3.465
Pages: 465-477
cloud_download 558
visibility 777
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558
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777
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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 1011
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1011
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1209
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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 851
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851
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893
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3

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This research aims to explore the effectiveness of interdisciplinary education program based on multicultural education on the tolerance value, attitude and critical thinking skills of the fourth grade primary school students. Single group pre-posttest design has been used in the study. The research has been carried out with 30 fourth-grade students, at a primary school located within the district of Karakocan in Elazig during the 2015-2016 academic year. Among the participants, 15 are females and 15 are males. The research has employed Tolerance Attitude Scale developed by Kaptan-Yarar, tolerance value and critical thinking story tests and scoring rubrics. Descriptive statistics and dependent samples t-test have been used during data analysis. Research results have revealed a statistically significant difference between critical thinking scoring rubric, tolerance value scoring rubric and tolerance attitude scale pretest-posttest scores in favor of posttest. Based on these results, it can be said that the interdisciplinary curriculum developed based on multicultural education improves students' critical thinking skills, tolerance value and attitudes.

description Abstract
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10.12973/ijem.6.1.43
Pages: 43-55
cloud_download 1545
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1545
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1706
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21

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The aim of this study was to investigate the digital literacy skills and metaphorical perceptions of teacher candidates. The mixed approach has been used in the analysis. The quantitative dimension of the study consists of the "Digital Literacy Scale" scores collected from the teacher candidates, and the qualitative component is made up of the metaphors they have developed about the definition of digital literacy. The study was carried out with 297 prospective teachers who are pursuing their education at the Faculty of Education in Turkey. When the results of the study were analyzed, it was found that there was no significant difference between the digital literacy scores of the teacher candidates and the departments in which they were trained, but there was a significant difference in the grade and device ownership variables. The definitions were reached as a result of the study of the metaphors that were grouped under the headings "vitality," "integrity," "guidance," "complexity", and "eternity."

description Abstract
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10.12973/ijem.6.1.135
Pages: 135-145
cloud_download 492
visibility 775
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492
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775
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9

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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
cloud_download 1391
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1391
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1156
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10

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Kelley’s Discrimination Index (DI) is a simple and robust, classical non-parametric short-cut to estimate the item discrimination power (IDP) in the practical educational settings. Unlike item–total correlation, DI can reach the ultimate values of +1 and ‒1, and it is stable against the outliers. Because of the computational easiness, DI is specifically suitable for the rough estimation where the sophisticated tools for item analysis such as IRT modelling are not available as is usual, for example, in the classroom testing. Unlike most of the other traditional indices for IDP, DI uses only the extreme cases of the ordered dataset in the estimation. One deficiency of DI is that it suits only for dichotomous datasets. This article generalizes DI to allow polytomous dataset and flexible cut-offs for selecting the extreme cases. A new algorithm based on the concept of the characteristic vector of the item is introduced to compute the generalized DI (GDI). A new visual method for item analysis, the cut-off curve, is introduced based on the procedure called exhaustive splitting.

description Abstract
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10.12973/ijem.6.2.237
Pages: 237 - 258
cloud_download 836
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836
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1029
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6

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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 406
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406
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1002
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3

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A new index of item discrimination power (IDP), dimension-corrected Somers’ D (D2) is proposed. Somers’ D is one of the superior alternatives for item–total- (Rit) and item–rest correlation (Rir) in reflecting the real IDP with items with scales 0/1 and 0/1/2, that is, up to three categories. D also reaches the extreme value +1 and ‒1 correctly while Rit and Rir cannot reach the ultimate values in the real-life testing settings. However, when the item has four categories or more, Somers’ D underestimates IDP more than Pearson correlation. A simple correction to Somers’ D in the polytomous case seems to lead to be effective in item analysis settings.  In the simulation with real-life items, D2 showed very few cases of obvious underestimation and practically no cases of obvious overestimation. With certain restrictions discussed in the article, D2 seems to be a good alternative for these classic estimators not only with dichotomous items but also with the polytomous ones. In general, the magnitudes of the estimates by D2 are higher than those by Rit, Rir, and polychoric correlation and they seem to be close of those of bi- and polyserial correlation coefficients without out-of-range values.

description Abstract
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10.12973/ijem.6.2.297
Pages: 297-317
cloud_download 370
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370
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834
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8

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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 1367
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1367
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1128
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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 652
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652
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968
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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.

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10.12973/ijem.6.2.481
Pages: 481-495
cloud_download 815
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815
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1169
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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
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1760
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1690
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14

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