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

' multiple regression' Search Results



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Three methodological approaches were applied to understand the role of interest and self-efficacy in reading and/or writing in students without and with persisting specific learning disabilities (SLDs) in literacy. For each approach students in grades 4 to 9 completed a survey in which they rated 10 reading items and 10 writing items on a Scale 1 to 5; all items were the same but domain varied. The first approach applied Principal Component Analysis with Varimax Rotation to a sample that varied in specific kinds of literacy achievement. The second approach applied bidirectional multiple regressions in a sample of students with diagnosed SLDs-WL to (a) predict literacy achievement from ratings on interest and self-efficacy survey items; and (b) predict ratings on interest and self-efficacy survey items from literacy achievement. The third approach correlated ratings on the surveys with BOLD activation on an fMRI word reading/spelling task in a brain region associated with approach/avoidance and affect in a sample with diagnosed SLDs-WL. The first approach identified two components for the reading items (each correlated differently with reading skills) and two components for the writing items (each correlated differently with writing skills), but the components were not the same for both domains. Multiple regressions supported predicting interest and self-efficacy ratings from current reading achievement, rather than predicting reading achievement from interest and self-efficacy ratings, but also bidirectional relationships between interest or self-efficacy in writing and writing achievement.  The third approach found negative correlations with amygdala connectivity for 2 reading items, but 5 positive and 2 negative correlations with amygdala connectivity for writing items; negative correlations may reflect avoidance and positive correlations approach. Collectively results show the relevance and domain-specificity of interest and self-efficacy in reading and writing for students with persisting SLDs in literacy.

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10.12973/ijem.3.1.41
Pages: 41 - 64
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This study aims to apply the model Principal component Analysis to reduce multicollinearity on variable currency exchange rate in eight countries in Asia against US Dollar including the Yen (Japan), Won (South Korea), Dollar (Hongkong), Yuan (China), Bath (Thailand), Rupiah (Indonesia), Ringgit (Malaysia), Dollar (Singapore). It looks at yield levels of multicolinierity which is smaller in comparison with PCA applications using multiple regression. This study used multiple regression test and PCA application to investigate the differences in multicollinearity at yield. From this research, it can be concluded that the use of PCA analysis applications can reduce multicollinearity in variables in doing research.

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10.12973/ijem.3.2.75
Pages: 75-83
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Do Leadership Styles Influence Organizational Health? A Study in Educational Organizations

school principals leadership styles organizational health

Mustafa Toprak , Bulent Inandi , Ahmet Levent Colak


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This research aims to investigate the effect of leadership styles of school principals on organizational health. Causal-comparative research model was used to analyze the relationships between leadership types and organizational health. For data collection, a Likert type Multifactor Leadership scale questionnaire and Organizational Health scale were administered to 151 teachers working primary and secondary schools in Osmaniye city. Data were analyzed by using multiple regression analysis method. Findings of this study indicated significant relationships between school principals' leadership styles and health of schools, that leadership style of school leaders influence organizational health level of a school. Transformational leadership style was also found out to be closely related to a healthy school environment while transactional leadership style is negatively correlated with organizational health. Individual consideration, inspirational motivation, idealized influence, and intellectual stimulation sub-dimensions are found to effective in the formation of organizational health. In the light of the findings, some recommendations were also presented.

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10.12973/ijem.1.1.19
Pages: 19-26
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996
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6

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The aim of this study was to determine teachers' perspectives on conflict management strategies and further to determine the effects of pupil control ideologies on their conflict management strategies. 120 primary and secondary school teachers were administered a Likert type questionnaire. The data collected were analyzed through multiple regression analyses and the teachers’ perspectives on conflict management strategies were determined. Moreover, the effects of pupil control ideology of teachers on their conflict management strategies were revealed. The results of this study suggested that teachers preferred integration reconciliation strategy in conflict resolution the most, and domination strategy the least. It was observed that, among the conflict management strategies, teachers’ pupil control ideologies predicted domination strategy positively and integration-reconciliation negatively. Certain suggestions were made based on the findings of the study.

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10.12973/ijem.1.1.35
Pages: 35-41
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609
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1505
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3

Teachers’ perception on the Relationship between Change Leadership and Organizational Commitment

leadership change change leadership organizational commitment

Ahmet Cezmi Savas , Erkan Kosker , Selcuk Demir , Nurten Utar


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The aim of this survey is to analyze the perception of teachers regarding the relationship between change leadership and organizational commitment. The study sample is 221 teachers working in the schools of Gaziantep, Sanliurfa and Mardin during the 2014-15 educational year since it is easier to reach them. The sample choice of our study has been made by applying the disproportionate cluster sampling method. According to the linear regression analysis results; change leadership predicts organizational commitment in a positive way. Also, multiple regression analysis results indicate that change-selling behaviors of change leadership predict organizational commitment significantly. It is beneficial for principals who want to increase the organizational commitment of teachers to exhibit change leadership behaviors in schools.

description Abstract
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10.12973/ijem.1.1.9
Pages: 9-18
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2

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In this study, it is aimed to examine the relationship between prospective teachers' occupational anxiety and technological pedagogical content knowledge. Correlational model was used in this study. The participants consisted of 481 prospective teachers studying at Sakarya University Faculty of Education in the spring term of 2018-2019 academic year. Technological Pedagogical Content Knowledge Scale (TPACKS) and Occupational Anxiety Scale (OAS) were used as data collection instruments. As a result of canonical correlation analysis, it was determined that technological pedagogical content knowledge affects occupational anxiety by 62%.

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10.12973/ijem.5.3.407
Pages: 407-420
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668
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1270
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2

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0

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Motivation for school is an important concept which influences students’ academic, social and cultural development. Leadership behaviours to be displayed by school principals can be thought to affect the network of social relations in school and to support the climate of trust in school for students to develop positive attitudes towards the school. In this context, this paper aims to analyse the correlations between school principals’ social justice leadership behaviours, students’ trust in school principals and motivation for school. The study group was composed of 762 secondary school students from Altindag district of Ankara. The data were collected with social justice leadership scale, trust in the school principal scale and motivation for the school scale. The data were put to descriptive analysis, correlation analysis and multiple linear regression analysis. The findings demonstrated that students had moderate level of perceptions of school principals’ social justice leadership behaviours and trust in school principals and high level of motivation for school. Besides, significant correlations were also found between the variables. Additionally, it was found that social justice leadership predicted significantly trust in school principals and motivation for school. The findings showed that the social justice leadership behaviors of the school principal play a key role on students’ motivation and their trust in the principals.

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10.12973/ijem.6.4.775
Pages: 775-788
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1159
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3

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Although Goodman–Kruskal gamma (G) is used relatively rarely it has promising potential as a coefficient of association in educational settings.  Characteristics of G are studied in three sub-studies related to educational measurement settings. G appears to be unexpectedly appealing as an estimator of association between an item and a score because it strictly indicates the probability to get a correct answer in the test item given the score, and it accurately produces perfect latent association irrespective of distributions, degrees of freedom, number of tied pairs and tied values in the variables, or the difficulty levels in the items. However, it underestimates the association in an obvious manner when the number of categories in the item is more than four. Towards this, a dimension-corrected G (G2) is proposed and its characteristics are studied. Both G and G2 appear to be promising alternatives in measurement modelling settings, G with binary items and G2 with binary, polytomous and mixed datasets.

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10.12973/ijem.7.1.95
Pages: 95-118
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1337
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Suspension and expulsion are adversely related to negative outcomes of students, such as falling behind academically, an increased risk of absenteeism or dropout from schools. Suspension discrepancy due to ethnicity is evident and well known in the United States. The proper understanding of factors affecting suspension may lead to intervention towards the reduction of suspension episodes in the schools. The aim of this study is to determine how student, parent and school characteristics affect the likelihood of K-8 school students’ suspension in the United States. We analyze the National Household Education Surveys of 2019 with a sample of 9,699 K-8 students to evaluate the risk factors of suspension. The study finds that 6% students receive K-8 school suspensions. Bivariate analysis suggests that gender, ethnicity, poverty, parental education, school type, repeated grades, contacted for behavioral problem and school type are significantly associated with the K-8 students’ suspension. An adjusted analysis of these factors via multiple logistic regression suggests that the odds of suspension of NH-black students are 2.7 times the odds of NH-white students. Odds of suspension for students with parental education below HS is 3.2 (95% CI: 1.77-5.80) compared those with parental education at Graduate or professional level. Likewise, students of public schools have higher odds of suspension compared to private schools. There is significant evidence that students with repeated grades, poor parents, school type and those contacted for behavioral problems have substantially higher odds of suspension.

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10.12973/ijem.7.2.279
Pages: 279-288
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568
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1006
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Sometimes Finding Nothing is Something: Shrinking the Gap between Emerging Bilingual Learners and English Fluent Students (Case in Point)

emerging bilingual instruction science steam stem

Michael W. Corrigan , Douglas Grove , Sage Andersen , Joseph T. Wong , Bradley S. Hughes


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For United States of America (USA) and other developed countries, science achievement gaps begin to emerge in elementary and primary school. Such gaps between USA student groups typically are connected to socio-economic status (SES) and issues such as students still learning the English language. Through an experimental design, this National Science Foundation funded study explores how integrating the arts into science, technology, engineering, and mathematics (STEM) curriculum and leading with a more STEAM-first approach (e.g., curriculum which integrates science, technology, engineering, arts, and mathematics) might provide more equitable science learning opportunities for elementary or primary grade level students. More specifically, the project’s research efforts seek to also examine how integrating the arts into science instruction might help emerging bilingual (EB) students who are simultaneously learning the English language and science. Although results provide somewhat conflicting findings of statistical significance with small to moderate effect sizes, outcomes provide initial evidence that leading with STEAM science instruction before STEM efforts can be beneficial to early readers, and for EB students this benefit is magnified. As the title of this study suggest, sometimes finding nothing is something.

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10.12973/ijem.8.1.11
Pages: 11-27
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1189
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A Study on the Responsibility of Environmental Ethics Among Secondary School Students in the 21st Century

education environmental ethics knowledge responsibility value

Hanifah Mahat , Saiyidatina Balkhis Norkhaidi , Yazid Saleh , Mohmadisa Hashim , Nasir Nayan , Zahid Mat Said , Marlianah Matnoor , Nur Hamid


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In this study, we aimed to determine the extent to which secondary school students practise environmental ethics. To this end, we used a questionnaire-based survey to accomplish the purpose of the study. The study’s variables included knowledge, value, care, and responsibility in environmental ethics. We selected a sample of 180 students using systematic random sampling from a population of 347 Form Four secondary school students studying geography in Papar, Sabah, Malaysia. The findings showed that all study variables, knowledge, value, care and responsibility were at high levels. Furthermore, a multiple regression analysis revealed that the value and care variable in environmental ethics influenced the responsibility variable which contributed 14.5% and 2.7%, respectively to student’s environmental ethics. Based on the findings, we concluded that students who incorporate environmental ethics into their daily lives will successfully fulfil their environmental ethics responsibilities. The study’s implications suggest that environmental education in schools exposes students to environmental ethics and helps them develop more ethical and disciplined attitudes towards the environment.

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10.12973/ijem.8.3.585
Pages: 585-593
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530
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1018
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3

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Work environments are pivotal to teachers’ professional development. However, effective instruments assessing teachers’ perceived work context are still lacking. The principal aim of the present study was to validate a Work Environments Inventory for Teachers (WEIT) constructed using the Job Demands-Resources (JD-R) model. Two studies were implemented on two independent samples totaling 696 (232 for Study 1 and 464 for Study 2) schoolteachers in Mainland China. Both exploratory and confirmatory factor analyses were employed to cross-validate the WEIT. The external construct validity of the WEIT was estimated through investigating its connection with the Thinking Styles in Teaching Inventory. Findings indicated that the WEIT is an adequate measure to map the characteristics of work environments for schoolteachers. Limitations are discussed and implications for future studies are suggested.

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10.12973/ijem.8.4.647
Pages: 647-654
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416
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The purposes of this research are (a) to make an instrument to measure the achievement of project-based digitalpreneurship learning in students; (b) to describe the quality of the project-based digitalpreneurship learning achievement assessment instrument for vocational high school students; (c) to measure the competence and skills. This study employed to research and development as its methodology, using a combination procedure between Oriondo and Antonio and, Mardapi. The development procedure includes three stages: instrument design, instrument testing, and measurement. A total of 795 students who participated in the study at 5 vocational high schools in Yogyakarta's special region served as responders. Data analysis in this development uses the content validity of the formula Aiken V Index, confirmatory factor analysis establishes the construct's validity, and construct reliability. Measurement instrument development. Research findings that (a) the instrument is ready to be used in the measurement; (b) the quality of the project-based digitalpreneruship learning achievement assessment instrument for vocational high school students is well tested. This is evidenced by the validity test which has a high score >.8; The proof of construct validity in this study using CFA > .5; GOF chi-square value with a critical value of df = 289, X2 = 323, p-value with a critical value of .079, RMSEA with a critical value of RMSEA .019 (≤ .08), SMRM with a critical value of SRMR 0.030 (≤ .05), CFI with a critical value of CFI .990 (> .97), and an NFI with a critical value of NFI .989 ( > .90); (c) the measurement results are identified in the process that needs to be improved again regarding the digitalpreneurship skills of vocational high school students.

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10.12973/ijem.9.1.283
Pages: 283-295
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