Performance Evaluation of Regression Analysis Algorithms in Predicting the Enrollment of Basic Education

The use of Linear Regression in predicting enrolment has been shown to be beneficial, although it varies with various datasets and attributes; varying weights of the correlation of the attributes can be discarded if they do not impact the prediction. Data collecting had grown since prior investigations, resulting in a more complicated dataset with many varieties. As a result of the data being created by multiple clerks, cleaning and combining proved tough; nonetheless, the fundamental parameters remain intact. Different algorithms were examined but Linear Regression obtained the highest accuracy with a 12.398 percentage for the absolute error and a root mean squared of 26.936 to create a tangible model to anticipate the enrolment of Region IVA CALABARZON in the Philippines. This demonstrates that it was 2.067 percentage points more than the prior research.

Physics Students’ Conceptual Understanding of Electricity and Magnetism in Nine Years Basic Education in Rwanda

We investigate students’ misconceptions in electrostatics, direct current (DC) and magnetism which are important in electricity and magnetism. We developed and administered a multiple-choice questionnaire test to reveal students’ misconceptions related to charged bodies, lightning, electric fields, electric potential, forces, DC resistive electric circuits and magnets. This test aimed at obtaining quantitative information about misconceptions and was administered to 380 senior two students from Nine Year Basic Education (9YBE) Schools. The selected students have some experience with the new Rwandan secondary physics Competence Based Curriculum (CBC) that is currently under implementation. We find that senior two students have several common misconceptions related to these concepts. The data indicate that although students have some backgrounds on the subject matter, they still seem to believe that if the two charges are separated by a distance, a large-charged object exerts a greater force of attraction or repulsion on the small one. Considerable number of participated students held the misconception of considering current consumption in the resistor/bulb or the electrical devices in the circuits. They also believed that the battery was a continuous current source. The findings also revealed that students held a misconception that a bar magnet when broken into pieces, it is demagnetized. Moreover, a considerable number of participants hold the misconception that all metals are attracted by a magnet. Our study also revealed some of the statistically significant differences in terms of either gender or location of schools for some items.

Explanatory Variables of Dropout in Colombian Public Education: Evolution Limited to Coronavirus Disease

<p style="text-align: justify;">Student dropout, defined as the temporary or definitive suspension of the exercise of the right to education, is attributable to multiple variables classified into individual, academic, institutional, and socioeconomic determinants which may be exacerbated in the context of the Coronavirus disease (COVID-19) pandemic. Consequently, this work aims to synthesize, from the available evidence, the behaviour and influence of the explanatory variables of school dropout in infant school, primary school and, high school in Colombia for the period 2014-2019 compared to the period 2020-2021 under the COVID-19 pandemic conditions. The research methodology consisted of a systematic review of 125 indexed articles for 2014-2019 and 32 reports related to dropout in Colombian Basic education for the 2020-2021 period. The systematic review of the 157 articles revealed that dropout was studied and explained in both time periods, mainly from the academic determinant whose most cited explanatory variables were: ‘teachers’, ‘curriculum’ and ‘methodologies used’. Moreover, it could be perceived that in the period 2014-2019, the socioeconomic variable was the second dropout determinant, considering ‘family income” as the most important indicator, while in 2020-2021 the “infrastructure” and the ‘political environment’ remained as the most dominant. Lastly, in 2020-2021, the variable ‘teachers’ was highly cited showing that their practice made students maintain their interest despite the physical distance.</p>

The right to education between the content of the right and the obligations of the state-Algeria case study-

The right to education at the international and domestic levels has become the interest of several parties who are responsible and obliged to achieve and respect this right, by recruiting all relevant parties and the means available for this. Like other countries, Algeria has recognized this right since the date of independence and is enshrined in all successive constitutions. Where the constitutional founder recognizes the principle of free education, the principle of compulsory basic education, and the state is responsible for regulating the educational system and ensuring equal access to education, but these constitutional principles can only be effective if supported by the legal provisions governing and specifying the applicable provisions in order to achieve the exercise of this right, which has long been considered a fundamental requirement at the international and domestic level. Through this presentation, we have tried to ask how the legal text of the right to education is addressed and whether it was sufficient to meet the basic demands of the educational system in the light of globalization, technological development and digitization. In this context, it was necessary to address the various legal texts and various conventions that addressed the dedication and strengthening of the right to education at the international level and its results at the internal level, which is what we will address through this intervention, by addressing the analysis of the various Algerian legal texts related to the subject through the division of work into two main axes. The descriptive and analytical approaches have been relied upon to reach different results and solutions for improving the curriculum and the educational system in general.

Effect of Early Childhood Education on Socio-Economic Transformation of Communities in Rwanda

The effective provision of basic education in Rwanda increases the competition level among graduates which promotionally improves the socio-economic transformation of communities. The purpose of this study therefore was to establish the effect of early childhood education on socio-economic transformation of communities in Nyamasheke district in Rwanda. The target population was 368 respondents that provided the sample size of 192 got using Yamane formula. Interview guide and questionnaire were used as data collection instruments. Correlation research design was also employed. The study findings revealed there is 31% of accessibility of ECE able to affect the level of socio-economic transformation of communities as indicated by the R square = .310 and the remaining 69% of socio-economic transformation of communities can be affected by other factors. However, it was found that, there is a statistically significant moderate relationship between accessibility ECE and socio-economic transformation of communities (P=.000 and r = .555). The study recommended the ministry of education which represents the government in the sector of Education should provide the adequate infrastructures of ECE schools in Nyamasheke district to improve and make easy accessibility of ECE in the area thus also increase the literacy level. The non-governmental organizations should invest more in ECE of Nyamasheke district in order to develop youth who are competent and able to compete at the labour market. Keywords: Early Childhood Education, Socio-economic transformation, Communities

The influence of the knowledge management processes on results in basic education schools

Purpose This study aims to identify the influence of knowledge management processes on the performance of basic education, including both private and confessional organizations. Design/methodology/approach This study is based on a positivist view of science and adopts a quantitative approach. A survey was conducted that received 242 answers, which were analyzed using structural equation modeling. Findings All the knowledge management processes were found to impact all the dimensions of organizational performance in the schools. The role knowledge creation exerts on people in the organization was made apparent, as was the way in which knowledge storage impacts three Balanced Scorecard dimensions, namely, people, internal processes and sustainability. Research limitations/implications This research is limited to private confessional basic education schools in Brazil that work at one or more levels of basic education. Practical implications This research is intended to help educational managers improve their knowledge management practices and achieve better performance within the educational environment. Originality/value The present study identifies two topics which are still under-investigated in the field of private confessional basic education, namely: the knowledge management processes and the Balanced Scorecard approach.

SCHOOL ADMINISTRATORS' PREPARATION, CHALLENGES, AND COPING MECHANISM IN THE IMPLEMENTATION OF BRIGADA ESKWELA IN THE NEW NORMAL

During the COVID-19 pandemic, education changed dramatically, notably in school-community engagement. School administrators prepared for and implemented the novel adopt-a-school program, Brigada Eskwela, by adopting the Department’s Basic Education Learning Continuity Plan. This program is feasible but not without difficulties. As a result, this phenomenological research examined Cluster IV secondary and integrated school administrators’ experiences in the Division of Davao City implementing the adopt-a-school program: Brigada Eskwela in the new normal. The researcher selected the participants via purposive sampling through remote physical and video conferencing of one-on-one in-depth interviews. The findings revealed that school administrators prepared for the transition of the adopt-a-school program: Brigada Eskwela, including overcoming challenges and developing coping mechanisms in the face of the new normal. Collaboration and partnership programs of stakeholders and private partners will address their resources and training needs to manage the school effectively for improved student learning outcomes. It is truly a community for students’ new normal education. KEYWORDS: Phenomenological research, Cluster IV secondary, and integrated school administrators, experiences, implementation, adopt-a-school program: Brigada Eskwela

ІНФОРМАЦІЙНЕ ЗАБЕЗПЕЧЕННЯ ПРОЦЕСІВ ФОРМУВАННЯ СОЦІАЛЬНОЇ ВІДПОВІДАЛЬНОСТІ ЗАКЛАДІВ ВИЩОЇ ОСВІТИ

The paper discusses the selected aspects related to the issues of developing social responsibility in higher education institutions. Emphasis is placed on the growing role of higher education and its evolution in modern society as a crucial element in enhancing cultural, social, economic and political development in Ukraine and as a solid foundation in building internal capacity, promoting human rights, sustainable development, democracy and justice. The study focuses on the need to adhere to the key provisions of the UNESCO Universal Declaration on Higher Education (1998), in particular, to share the idea that “higher education should be viewed as a public service. The funding of higher education requires both public and private resources. The role of the state remains essential in this regard. Public support for higher education and research remains essential to ensure a balanced achievement of educational and social missions. It is argued that the slowdown in economic growth and structural transformations have increased the value of education and its social responsibility to society. The research hypothesis is the statement that social responsibility, academic freedom and autonomy have become the driving forces in increasing the demand for higher education. In this context, it is assumed that universities should maintain a reasonable balance between these components. The purpose of the study is to substantiate the need for information support of the processes of developing social responsibility in higher education institutions within the education services market. To attain the study objectives, the following research methods were employed: expert analysis of the higher education transparency; methods of assessing the key stakeholders’ involvement (students, employers and civil society) in encouraging the University social activities. The findings have identified the challenges and barriers to fostering further academic freedom and institutional autonomy, academic freedom and public-private partnership, boosting academic freedom as an ethical dimension and social responsibility, promoting academic freedom and entrepreneurship. It is argued that education – technological progress complementarity has a number of important implications for the national economic policy. The conclusions verify that the relationships between education, innovation and qualifications is the background for developing social responsibility in universities that contributes to integrating basic education and employment, lifelong learning and maintenance of professional qualifications, promoting innovation and social accountability.

Current State of Compulsory Basic and Clinical Courses in Genetics for Medical Students at Medical Faculties in Balkan Countries With Slavic Languages

Introduction: In this study we aimed to perform the first research on the current state of compulsory basic and clinical courses in genetics for medical students offered at medical faculties in six Balkan countries with Slavic languages (Bosnia and Herzegovina, Croatia, Montenegro, North Macedonia, Serbia, and Slovenia).Materials and Methods: The study was conducted from June to September 2021. One representative from each country was invited to collect and interpret the data for all medical faculties in their respective country. All representatives filled a questionnaire, which consisted of two sets of questions. The first set of questions was factual and contained specific questions about medical faculties and design of compulsory courses, whereas the second set of questions was more subjective and inquired the opinion of the representatives about mandatory education in clinical medical genetics in their countries and internationally. In addition, full course syllabi were analysed for course aims, learning outcomes, course content, methods for student evaluation and literature.Results: Detailed analysis was performed for a total of 22 medical faculties in Bosnia and Herzegovina (6), Croatia (4), Montenegro (1), North Macedonia (3), Serbia (6), and Slovenia (2). All but the two medical faculties in Slovenia offer either compulsory courses in basic education in human genetics (16 faculties/courses) or clinical education in medical genetics (3 faculties/courses). On the other hand, only the medical faculty in Montenegro offers both types of education, including one course in basic education in human genetics and one in clinical education in medical genetics. Most of the basic courses in human genetics have similar aims, learning outcomes and content. Conversely, clinical courses in medical genetics are similar concerning study year position, number of contact hours, ECTS (European Credit Transfer and Accumulation System) and contents, but vary considerably regarding aims, learning outcomes, ratio of types of classes, teaching methods and student evaluation.Conclusion: Our results emphasise the need for future collaboration in reaching a consensus on medical genetics education in Balkan countries with Slavic languages. Further research warrants the analysis of performance of basic courses, as well as introducing clinical courses in medical genetics to higher years of study across Balkan countries.

Determining factors in the performance of integrated vocational education schools

PurposeThe purpose of this paper is to identify the determining factors in the performance of integrated vocational education schools, in addition to management characteristics and specificities.Design/methodology/approachBy means of a descriptive study with a qualitative approach, a case study was conducted in two schools located in the cities of Cotia and São Roque.FindingsThe following factors were identified: engagement and commitment of teachers; motivation and focus of teachers and students; team of professionals; commitment and focus of students; family involvement; leadership and climate and selection of students. The following characteristics were observed: participative leadership associated with the use of management tools; pedagogical leadership in partnership with the school community; monitoring of student performance; performance assessment and training of teachers related to career plan; selection of students and actions along the community.Research limitationsThe results reflect the vision of the schools' managers and teachers and not that of the managing institution. There is no intention whatsoever to obtain generalization to other ETECs but rather inferences that could shed light on future studies.Practical implicationsThis research ratifies what has already been proven in the literature, showing that there are no isolated factors that interfere with performance, but an interrelationship among them, given the characteristics and peculiarities of each school.Originality/valueThis study is expected to contribute to guiding school managers and teachers in the search for quality education, whether vocational or regular basic education.