This article introduces the concept of the carrying capacity of data (CCD), defined as an integrated, evaluative judgment of the credibility of specific data-based inferences, informed by quantitative and qualitative analyses, leavened by experience. The sequential process of evaluating the CCD is represented schematically by a framework that can guide data analysis and statistical inference, as well as pedagogy. Aspects of each phase are illustrated with examples. A key initial activity in empirical work is data scrutiny, comprising consideration of data provenance and characteristics, as well as data limitations in light of the context and purpose of the study.  Relevant auxiliary information can contribute to evaluating the CCD, as can sensitivity analyses conducted at the modeling stage. It is argued that early courses in statistical methods, and the textbooks they rely on, typically give little emphasis to, or omit entirely, discussion of the importance of data scrutiny in scientific research. This inattention and lack of guided, practical experience leaves students unprepared for the real world of empirical studies. Instructors should both cultivate in their students a true respect for data and engage them in authentic empirical research involving real data, rather than the context-free data to which they are usually exposed.

The article focused on the use of assessment for learning in promoting active learning and learner participation in mathematics. Assessment for learning (AfL) has been found to enhance learning and improve performance. However, teachers’ use of AfL to enhance active learning has not been clearly outlined. This study is part of the broader research study that explored mathematics teachers’ use of AfL to enhance mathematics teaching and learning in primary schools in Alexandra Township, Johannesburg. A case study research-type and a qualitative approach were used to collect data from mathematics teachers. Nine teachers were purposefully selected from whom data were collected using semi-structured interviews and non-participant observation. The findings revealed that teachers had limited pedagogical knowledge in using AfL to promote active learning in their classrooms. They failed to apply a learner-centred approach that promotes effective learner participation in mathematics classrooms. Therefore, it is recommended that teachers undergo ongoing continuous development on classroom time management and planning for the effective use of AfL.

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.

The study aims to analyze, in terms of content and process, the math talks between the mother and child during the shared book reading of the illustrated storybooks with math contents. The study group under the research is comprised of nine pairs of mother and child. The process of the study 18 videos which were recorded when two storybooks with math contents were read by the mothers. In the data collection process, each pair of mother and child together read two storybooks given to them in their home environment, and the entire process was video-recorded. Subsequently, interviews were held with mothers for identifying their views about supporting their children’s math skills. It was shown that the content of mother-child math talks in the home environment was mostly about the learning area of numbers and counting skills. It was a remarkable result that math concepts such as sorting/ranking and properties/features of objects were not in the contents of mother-child math talks. The results from interviews with mothers, it was inferred that the mothers viewed themselves as inadequate for talking to their children about math concepts, and performed the math talks mostly on the basic skills such as counting the numbers.

In this article, we present some core ideas underpinning research that takes a Designs for Learning (DFL) approach guided by theoretical considerations and choices, as well as by practitioners’ challenges and inquiries. These choices shape, and are shaped by, DFL’s research goals and motives, theoretical orientation, research objectives, questions, and practitioners’ participation and ethical considerations. Further, we present and discuss how DFL as a research approach compares to other design-oriented research strategies. Even if a DFL research approach shares several similarities with other approaches of inquiry, we argue that it remains primarily oriented towards knowledge areas that relate to understanding and developing learning and teaching – both in formal education and in informal settings such as museums.

Response times are one of the important sources that provide information about the performance of individuals during a test process. The main purpose of this study is to show that survival models can be used in educational data. Accordingly, data sets of items measuring literacy, numeracy and problem-solving skills of the countries participating in Round 3 of the Programme for the International Assessment of Adult Competencies were used. Accelerated failure time models have been analyzed for each country and domain.  As a result of the analysis of the models in which various covariates are included as independent variables, and response time for giving correct answers is included as a dependent variable, it was found the associations between the covariates and response time for giving correct answers were concluded to vary from one domain to another or from one country to another. The results obtained from the present study have provided the educational stakeholders and practitioners with valuable information.

The aim of this study is to investigate the relationship between the levels of occupational professionalism and occupational alienation in kindergarten teachers. Correlational survey model among the quantitative research models was used in the research. In this context, 224 kindergarten teachers were reached via convenience sampling model. The data of the research was collected via the Teacher Information Form, Teachers’ Occupational Professionalism Scale and Occupational Alienation of Preschool Teachers Scale. SPSS software and statistical measures such as independent samples t-test, ANOVA and Pearson’s Product-Moment Correlation were used to analyse the obtained data. According to the research findings, both occupational professionalism and occupational alienation levels of kindergarten teachers were found to be high. Levels of occupational professionalism and occupational alienation may differ according to some demographic variables among teachers. The relationship between occupational professionalism and occupation alienation was found to be statistically significant. The same is also true for the sub-dimensions of the scales. Lastly, the findings and results obtained during the research were discussed in the light of the literature and suggestions were made.

Purpose in life is a key construct in the development of young adults, particularly college students. There are many instruments measuring sense of purpose in life, but few studies have examined their measurement properties among college students. The current study compares the measurement invariance properties of the Purpose in Life (PIL) scale and the Claremont Purpose Scale (CPS) across college year and undergraduate school. Using both a unidimensional and a two-dimensional model, we found that the PIL’s interpretability is limited among college students. Using a three-dimensional model, the CPS was invariant with respect to both grouping variables. The study suggests that the CPS can be used to make meaningful comparisons among college students categorized by school year and undergraduate school. The study also has some implications about the construct of purpose in life; namely, scale structures that work well statistically and theoretically among adults might not generalize to young adults.

The Coronavirus disease (COVID-19) pandemic has increased anxiety and stress among teacher education managers and has given rise to the question of whether they have the competencies to execute their operational responsibilities productively. The theories of resilience and transformational leadership underpin this study in which teacher education managers’ resilience and their responsiveness to the well-being of staff executing their operational practices in an open distance e-learning context were explored. A qualitative approach was adopted and virtual video conferencing interviews with teacher education managers were used to explore how they mitigated their strategic and operational roles and their managerial functions to ensure the well-being and organisational performance of staff working from home. Results revealed the experiences of distance managers to have been positive in that they implemented organisational strategies to mitigate the challenges faced to ensure wellness and performance among staff working from a distance. Further research applying a mixed-method design should be undertaken to determine how resilient managers and staff working from home are. That may yield different results.

This study aims to determine the opinions of high school principals on their cultural intelligence levels, to determine the activities of these principals to increase their cultural intelligence levels, the advantages of their having a high level of cultural intelligence, the factors that prevent them from increasing their cultural intelligence levels, and their suggestions to increase their cultural intelligence levels. The data obtained from the interview forms were analyzed by the content analysis method. The findings were organized and presented under themes and sub-themes. The study group of the research consisted of 40 school principals working in Mersin central districts in the 2020-2021 academic years. According to the study results; most of the participants stated that they had a high level of cultural intelligence while some participants stated that they had a low level of cultural intelligence. Regarding the activities to increase their level of cultural intelligence, principals stated that they did activities such as increasing their knowledge, going abroad, and developing social relations. The principals expressed three different opinions on the advantages of having a high level of cultural intelligence: organizational advantages, professional advantages, and individual advantages. It was determined that factors preventing principals from increasing their cultural intelligence levels were factors unrelated to principal and factors related to principal. The principals expressed two different opinions on what could be done to increase their cultural intelligence levels: The things to be done by the superiors and the things to be done the principal.

What are missing in the U.S. education policy of “college for all” are supporting data and indicators on K-16 education pathways, i.e, how well all students get ready and stay on track from kindergarten through college. This study creates synthetic national longitudinal education database that helps track and support students’ educational pathways by combining two nationally-representative U.S. sample datasets: Early Childhood Longitudinal Study- Kindergarten (ECLS-K; Kindergarten through 8th grade) and National Education Longitudinal Study (NELS; 8th grade through age 25). The merge of these national datasets, linked together via statistical matching and imputation techniques, can help bridge the gap between elementary and secondary/postsecondary education data/research silos. Using this synthetic K-16 education longitudinal database, this study applies machine learning data analytics in search of college readiness early indicators among kindergarten students. It shows the utilities and limitations of linking preexisting national datasets to impute education pathways and assess college readiness. It discusses implications for developing more holistic and equitable educational assessment system in support of K-16 education longitudinal database.

Various studies have shown that teachers are subject to an increased stress level and the associated physical and psychological consequences. In this article, the possibilities of coping of stressful situations in everyday school life are systematized. In addition, the knowledge and usage of available programs and trainings for coping with stress at school in German-speaking countries will be assessed. This is a descriptive study based on a survey of 32 teachers. Effects due to contextual variables (gender, school type, and work experience) were examined. The results indicate that only a few of the programs surveyed are known and used in schools. Effects in connection with the gender of the teachers as well as their professional experience could not be determined. Instead, significantly more special education teachers knew and used programs to strengthen protective context factors (school type effect). The fact that a high proportion of teachers are unaware of and do not use available programs, despite their high importance for healthy coping with personal job demands, suggests deficiencies in teacher education and training. In addition, lack of resources at schools may be limiting. The successful management of stressful situations must not be seen as a task for individual employees; rather, systemic solutions must be found. Particularly due to the increased stress experienced by teachers in connection with the COVID-19 pandemic, aspects of health promotion in schools should play a significant role. The aim must be to provide more detailed information about stress management approaches in schools and to support their implementation.

Technical and pedagogical counseling as accompaniment benefits teachers’ development. However, there are information gaps on the specific impact of counseling with a socio-formative approach on both professionalization and the improvement of teaching practice. The objective is to analyze the relationship between these three elements. A cross-sectional study with a quantitative approach was employed. A validated questionnaire was applied to a representative sample of 212 teachers. The information analysis was carried out through statistics: descriptive, correlational, and linear regression, whose level of significance was: <.01-. 05. Teachers consider that technical and pedagogical counseling from socio-formation fosters the development of an ethical life project, promotes problem solving in their educational practice, collaborative work, metacognition, and entrepreneurship (92.78 ± 14.3). The correlational analysis showed a significant relationship between socio-formative pedagogical technical counseling and teaching practice, the latter of which was enhanced by the former. In the linear regression analysis, the best model of pedagogical technical counseling is made from socio-formation, which predicts a 71% improvement of teaching practice. As a result, this form of counseling benefits both professionalization and teaching practice through metacognition.

Teacher morale affects all aspects of the school and education system. Yet, the current status of teaching does not provide a rosy picture as teachers are reported to be demoralized and stressed. This qualitative study explored teachers’ experiences that influence their morale. The study was guided by the research question: How do workplace experiences affect teacher morale in selected primary schools? Qualitative data were gathered through six focus group interviews with 36 teachers in four primary schools and were analyzed using a content analysis framework. Data revealed that teacher morale was low. Participants identified school climate factors such as inappropriate professional development activities and violence as threats to their morale. Furthermore, a lack of parental involvement in the affairs of the school was regarded as a setback by teachers. This study highlighted specific issues that influence teacher morale and contribute to the understanding of the state of their morale. The study recommends that more attention is given to ensuring that teacher morale is enhanced for educational goals to be realized. Improving teacher morale has many benefits in that it helps teachers to maintain a positive attitude and be happy at work.

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.

Corresponding to industry trends and changes in engineering education accreditation criteria, non-technical professional skills training is now seen as central to baccalaureate engineering education. Beyond simply developing good managers in the engineering fields, engineering educators have adopted a goal to prepare engineering students to be leaders who can provide vision to their organizations with strong ethical standards. This study investigated engineering undergraduate students’ leadership efficacy development associated with such professional skills as self-awareness, global competence, ethical awareness, creativity, and teamwork skills. Responding to an online survey, 247 engineering undergraduates who were enrolled in an engineering leadership course participated in this study. Results of this study indicated that there are positive associations among the five professional skills (e.g., self-awareness, ethical awareness, global competency, creativity, and teamwork skills), and engineering leadership self-efficacy for engineering undergraduate students. The five professional skills (self-awareness, ethical awareness, global competency, creativity, and teamwork skills) predicted 54% of the overall variance of engineering leadership self-efficacy.

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.  

This study explores the relationship among the internal locus of control, entrepreneurial alertness, entrepreneurial opportunity recognition, and entrepreneurial intentions of college students. The scales of internal locus of control, entrepreneurial alertness, entrepreneurial opportunity recognition, and entrepreneurial intention have been used to conduct a questionnaire survey among 921 undergraduates from four universities in China. The results show four key findings. First, the internal locus of control has a positive and significant impact on entrepreneurial intention. Second, entrepreneurial alertness plays a mediating role in the relationship between internal locus of control and entrepreneurial intention. Third, entrepreneurial opportunity recognition plays a mediating role in the relationship between the internal locus of control and entrepreneurial intention. Finally, entrepreneurial alertness and entrepreneurial opportunity recognition have a chain mediation effect on the relationship between the internal locus of control and entrepreneurial intention. The study proposes suggestions and future research directions based on the research results, serving as a reference for entrepreneurial education and entrepreneurship planning of college students.

This study aims to determine the expectations of university students on the part of the Higher Education System and to what extent these expectations are met. Phenomenological approach, which is counted among qualitative research models, was utilized as the research model. The data obtained from student interviews were analyzed by content analysis. Findings were presented as themes and categories. The research participants consist of 21 students studying at different universities and programs in the 2020-2021 academic year. This study ascertained that the opinions of participating students in terms of themes, categories and codes and their satisfaction levels vary depending on the university they attend. Students expect from the Higher Education System that it enables them to get to their dream job, curricula and materials based on their needs, qualified lecturers, a foreign language education, academic freedom, a democratic environment, equal opportunities in education, an substructure, socio-cultural and physical-material opportunities, international interaction, practice-oriented opportunities for training/internship and participation in administration. The faculty or program choice is highly determined by the condition of a country, the gained scores in the central examination system, surroundings, offered orientation assistances in secondary education, the quality-perceptions of students related to universities, acquisition of employment and the sufficiency of universities to acquire a profession. Findings of this research made clear, that the level of The Higher Education System responding to the expectations of the students differs according to the possibilities of universities.

This study examined the effect of Yunnan’s ethnic minority college students’ acculturation on their academic achievement under the risk of the Matthew effect. Additionally, the role played by learning motivation in the relationship between ethnic minority college students’ acculturation and academic achievement was explored. A total of 403 valid questionnaires were collected from four areas in Yunnan province, China. Consequently, the Acculturation Scale, Academic Achievement Scale, and Learning Motivation Scale were used for measurement materials. These items of scales were evaluated on a five-point Likert scale ranging from 1 (strongly disagree) to 5 (strongly agree). SPSS (statistical package for the social sciences) and AMOS (analysis of a moment structures) softwares were used for data analyses. In addition, items were analyzed through item analysis, confirmatory factor analysis, reliability analysis and regression analysis. These results indicated that ethnic minority college students with low acculturation and learning motivation or high acculturation and low learning motivation can become objects of the Matthew effect. However, this study also observed that in certain students, high acculturation and high learning motivation can prevent the Matthew effect. Thus, high acculturation is crucial for improving academic achievement in ethnic minority college students. A level of high learning motivation is a powerful moderator promoting the academic achievement of students with high acculturation.