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This systematic literature review aims to identify the pattern of data mining (DM) research by looking at the levels and aspects of education.

This paper reviews 113 conference and research papers from well-known publishers of educational data mining (EDM) and learning analytics-related research using a recognized literature review in computer science by Carrera-Rivera et al. (2022a). Two major stages, planning and conducting the review, were used. The databases of Elsevier, Springer, IEEE, SAI, Hindawi, MDPI, Wiley, Emerald and Sage were searched to retrieve EDM papers from the period 2017 to 2023. The papers retrieved were then filtered based on the application of DM to the three educational levels – basic, pre-tertiary and tertiary education.

EDM is concentrated on higher education. Basic education is not given the needed attention in EDM. This does not enhance inclusivity and equity. Learner performance is given much attention. Resource availability and teaching and learning are not given the needed attention.

This review is limited to only EDM. Literature from the year 2017 to 2023 is covered. Other aspects of DM and other relevant literature published in EDM outside the research period are not considered.

As the current trend of EDM shows an increase in zeal, future research in EDM should concentrate on the lower levels of education to identify the challenges of basic education which serves as the core of education. This will enable addressing the challenges of education at an early stage and facilitate getting a quality education at all levels of education. Appropriate EDM techniques for mining the data at this level should be the focus of the research. Specifically, techniques that can cater for the variation in learner abilities and the appropriate identification of learner needs should be considered.

Content sequencing is necessary in facilitating an easy understanding of concepts. Curriculum design from basic to higher education dwells much on this. Identifying the challenge of learning at the early stages will facilitate efficient learning. At the basic level of learning, data on learning should be collected by educational institutions just as it is done at the tertiary level. This will enable EDM to accurately identify the challenges and appropriate solutions to educational problems. Resource availability is a catalyst for effective teaching and learning. The attributes of a learner will enable knowing the true nature of the learner to determine the prospects of the learner.

This research has not been published in any journal. The information presented is the original knowledge of the authors. However, a pre-print of the work is in Research Square.

Literature on the board diversity of Islamic banks (IB) found limited knowledge of the “deep-level” attribute. This study aims to explain the impact of the board diversity attributes (education levels, educational backgrounds and the interactions between these two attributes of diversity) on profitability.

The research sample is 37 fully flagged IBs from five Southeast Asian countries, covering nine years (2010–2019). Data were analyzed using the two-step system generalized moment (2SYS-GMM) method.

We found that the cognitive conflict between the board of directors (BOD) and the Shariah Supervisory Board (SSB), which has heterogeneity in its education level and educational background, positively affects profitability. These results reinforce the resources dependence theory (RDT) approach that having boards with heterogeneous characteristics is beneficial for IB.

The findings of this study would offer useful information for Islamic banking authorities to revise or formulate rules and guidelines and make a greater effort to implement corporate governance (CG) reform measures by determining educational level and background as a requirement to become a member of a BOD or an SSB.

This paper contributes in three ways: (1) we use the “deep-level” diversity attributes of the BOD and the SSB, (2) it focuses on cognitive conflict in boards by presenting the expertise diversity of the BOD and SSB and (3) we interact with the level of education to evaluate the effect of a cognitive conflict.

Population ageing will bring economic challenges in the future. The purpose of this paper is to examine whether increased educational level could mitigate the consequences of population ageing on economic sustainability, measured as the gap between labour income and consumption.

Using the National Transfer Accounts (NTA) methodology, the authors decompose labour income and consumption by age and educational level (low, medium and high) and compare obtained age profiles with those calculated conventionally. In addition, using the population projections by age and educational level, the authors project both profiles to 2060 for selected EU countries and assess future economic sustainability.

The results show that the highly educated have a significantly higher surplus for a longer period then those with lower and medium education. Therefore, the improved educational level of individuals will have a substantially positive impact on labour income in the future—on average by about 32% by 2060 for all EU countries included. However, as the better educated also consume more, higher production does not fully translate into improved economic sustainability, but the resulting net effect is still positive at about 19%.

The authors present for the first time an NTA by education for 15 EU countries and show the importance of including education in the analysis of the economic life cycle. The authors also show that increased educational level will mitigate the consequences of population ageing on economic sustainability in the future.

The purpose of the study is to identify the strengths, weaknesses, opportunities and threats in higher education regarding distance learning system in Pakistan.

A mixed-method research design was used in this study. The population of the study was all the previous students of research work and all the teachers of these students working at MPhil and PhD level in AIOU in Pakistan. Stratified random sampling technique was used in this study. This study used the questionnaire and interview technique to collect data. Data of questionnaire was in numbers and data of interview was narrative. So it was the need of the study that a mixed-method approach, i.e. both quantitative and qualitative techniques should be used in this study.

The findings of the study show that AIOU has also strengths, weaknesses, opportunities and threats in higher education related to distance education like all the formal and distance universities of Pakistan and World. This study reflected that AIOU is a great blessing for those who cannot acquire their education regularly because of financial/family problems or they are job holders. But this study also described that at higher level students are facing a lot of problems especially there is a delay in research process and provision of no scholarships to students. The teachers have a low salary package than the other public universities of Pakistan and a lot of responsibilities to attend meetings, seminars, conferences and workshops. So they have less time for research work. And AIOU provides them fewer opportunities to go abroad for further studies or to attend conferences/seminars. This study recommended that there should be adopted such policies in AIOU that students could get their study materials, assignments duration, workshops schedule and degrees in time, the teachers of the concerned departments should allow to take more in numbers the students under their supervision, the pay package for the teachers working at MPhil and PhD level should be raised and the opportunities for the faculty members to go.

This study is limited to analyze the higher education system especially the distance learning system in Pakistan.

This study has indicated the strengths, weaknesses, opportunities and threats in higher education which the AIOU is facing recently and the policymakers can develop plans/strategies to make better the distance learning system especially at higher level in Pakistan. This study can be helpful for the stakeholders who are interested in distance learning system. This study was conducted at higher level in the distance learning system but it can open the ways for the other researchers to conduct research in other disciplines related to distance education, i.e. at matric level, F.A/F.SC, B.Sc programs, Master level and M.Sc programs at AIOU.

Through this study, it can be acknowledged how the AIOU is providing the opportunity of education to a large number of people in the society who cannot study regularly in the formal institutions especially those who are job holders, some financial problems and women who have some family problems and above one million people are benefitting from AIOU in Pakistan and world.

This study is original in this respect because the data has been collected from the participants, i.e. students and teachers of AIOU. And it has also great value because this is the first SWOT analysis which has been conducted in this university to examine the strengths, weaknesses, opportunities and threats facing AIOU at present time. This study can also become a base for the stakeholders', i.e. policymakers, administration and higher education depart. of Pakistan in developing strategies to improve and amend the distance learning system of Pakistan especially at higher level in AIOU.

Might a country’s economic growth performance differ depending on the evolution of its human capital? This paper aims to consider education as a channel for human capital improvement and then for economic growth. The authors hypothesize the existence of a threshold for education, after which point the characteristics of economic growth change.

To address this question, the authors turn from a linear framework to a nonlinear one by applying smooth transition specifications.

This empirical analysis for Spain points to the existence of nonlinearities in the relationship between education and economic growth at country level, for both secondary and tertiary education. Next, as different patterns emerge in different regions, the authors provide a regional analysis for a number of representative Spanish regions. The results show that both secondary and tertiary education matter for economic growth and that nonlinearities in this relationship should be taken into account.

What is learnt from using Smooth Transition Regression models for the education-economic growth link is that the educational level of the population can be understood as a source of nonlinearities in the economic activity of a country (and of a region). Thus, depending on national and regional educational levels, economic growth behaves differently.

Although the importance of nonlinearities has been identified, linearity is usually assumed in this field of the literature. This paper calls into question the linearity assumption by using time series techniques for 1971-2013 in Spain, an OECD country, and testing whether the results at country level hold for different regions within Spain as a robustness check.

This paper aims to identify the level of contribution of different levels of education to remaining in unemployment as well as the transition from unemployment to employment in Egypt.

In this paper, transition probabilities matrix differentiated by gender, age groups, educational levels, marital status and place of residence based on worker flows across employment, unemployment and out of labor force states during the period 2012–2018 using Egypt Labor Market Panel Survey of 2018. The results point to the highly static nature of the Egyptian labor market. Employment and the out of labor force states are the least mobile among labor market states. This is because employment state is very desirable and the out of labor force is the largest labor market states, especially for females. Also, this study examines the impact of different educational levels separately on remaining in unemployment and transition from unemployment to employment state using eight binary logistic regression models.

The main results of transitions from unemployment to employment are relatively large for males, elder-age, uneducated workers as well as workers who are not married and urban residents, and the results of the logistic regression models consistent with the transition probabilities matrix results, except for few cases. Based on the above findings, there is enough evidence to accept the null hypothesis that no education has a positive significant impact to transition unemployed individuals from unemployment to employment, while less than intermediate as well as higher education have a negative significant impact to transition unemployed individuals from unemployment to employment.

This paper proposes to address the problem of the unemployment among highly educated which is much higher compared with illiterates and try to understand the impact of different levels of education separately on the transition from unemployment to employment, to help the policymakers to eradicate the gap between education and the demand of the labor market in Egypt.

The purpose of this study was to demographically describe 4-H volunteer leaders’ competencies for effective delivery of 4-H youth development programs. As a subset of the data, occupation, level of education, college major of the volunteer leaders, staff and faculty were gathered as the primary focus the article. The study was descriptive and correlational in nature. The study found that 4-H volunteer leaders are more highly educated than those from earlier studies; educational majors are more diverse; 10 of the 32 competencies were found to be significant by level of education; and level of education has no impact upon the ten fundamental competencies needed to effectively deliver 4-H programs.

Background: Most children in low-income countries complete their elementary education with low competency in essential reading, writing, and arithmetic skills. Besides, about 250 million students are not learning the basics, most of whom have spent at least four years in school, and this failure is coined the global learning crisis. This study aimed to examine educational quality management practices perceived by secondary school teachers.

Methods: The study employed a multilevel mixed-method design. Employing a simple random sampling technique, the researcher selected 251 teachers from 10 secondary schools in the research regions. He collected data through a researcher-designed questionnaire, school standards, and student achievement records from November 2018 to March 2019. He analyzed data from a questionnaire using frequency, percentage, mean, Pearson correlation, and exploratory factor analysis. The document review concerning quality management was analyzed using content analysis to triangulate the quantitative findings.

Results: At the school level, the study revealed the impracticality of laboratories. Besides, incompetent and unmotivated teachers and students ran the education business from the input side. At the same level, principals' management practices on staff development and encouraging parents to support their schools were low. The principals' management practices in the teaching-learning process were also undesirable at the classroom level. Overall, the study revealed incredibly insufficient input, process, and output management in the study context.

Conclusion: Hence, the study concluded that it is difficult to achieve the very objectives of producing creative, critical, and problem-solving individuals through this type of educational provision and its management. Due to this, it is not easy to achieve quality education for all goals.

In an era of increased autonomy and accountability in education, school principals have been given the responsibility for many tasks that used to be centralized, such as hiring and managing personnel, ensuring that the curriculum is followed and that the development of the school is on the right path. In this study an exploration is attempted into the associations among institutional context, school leadership, school climate and student outcomes.

The authors analyze data from the Programme of International Student Assessment study 2015 to identify variations in institutional context (autonomy and accountability) among education systems to determine whether and how institutional context is associated with leadership and whether education systems, in turn, are associated with school climate and students' achievement in reading. To account for the hierarchical structure of the education systems under investigation, a three-level structural equation modeling (SEM) approach was employed to analyze the data gathered on the institutions, schools and students.

No association was found between the degree of autonomy of an education system and leadership behavior; however, accountability and leadership seemed to go together. Achievement in reading competencies was greater in school systems in which principals had more autonomy. At the school level, a relationship was found between leadership and opportunities for parental involvement.

The results of this study indicate the need of strong leadership in order to have better results when there is more accountability. In this sense, the authors' findings also point to the increased importance of context-sensitive leadership skills.

This study aims to explore vocational education as stated in the basic constitution, law, government and ministerial regulations in the Indonesian context. This study aims to outline the Indonesian vocational education paradigm based on regulatory documents.

This research uses a qualitative document analysis approach by extracting vocational themes regarding senior high school and higher education from the available documents. The keywords used for document document analysis are education, vocational school and vocational higher education. These words are forced to be used to distinguish the types and levels that exist in Indonesian education.

The findings of this study identified that the political paradigms of vocational education, such as equality and justice, naming (regulative), purpose and life skills, the curriculum of local cultural value, decentralized authority, link and match and future paradigms are important themes raised in this study. This is a study to explore the politics of Vocational High School and Vocational Higher Education in Indonesia.

The vocational education policy documents in Indonesia that were analyzed may have been forgotten. As a result, the forgotten documents are not included in the analysis document. Forgotten interpretations and documents are part of the limitations of this research.

It is hoped that the findings of this research will have an impact on improving vocational education policies in Indonesia. This can also be a comparison for other countries in looking at vocational education paradigms and policies. In general, these research findings can help in improving vocational education policies. However, this research still has limitations in terms of the number of documents analyzed.

This study contributes to the promotion and political debate of vocational education nationally and internationally. The study further explores how interest groups are taking a role in achieving Vocational High School and Vocational Higher Education policies that are compatible with today’s needs and demands.