logo logo European Journal of Educational Research

EU-JER is is a, peer reviewed, online academic research journal.

Subscribe to

Receive Email Alerts

for special events, calls for papers, and professional development opportunities.

Subscribe

Publisher (HQ)

Eurasian Society of Educational Research
Eurasian Society of Educational Research
Christiaan Huygensstraat 44, Zipcode:7533XB, Enschede, THE NETHERLANDS
Eurasian Society of Educational Research
Headquarters
Christiaan Huygensstraat 44, Zipcode:7533XB, Enschede, THE NETHERLANDS

'National identity' Search Results

...

This research aims to develop Indonesian Language textbooks with multiculturalism and character education for traditional poetry writing learning. This research uses a research and development approach until the discovery of a proper textbook. The subjects involved in this study were 101 elementary school fourth-graders, 33 teachers, and 2 Indonesian language and literature learning experts. Data analysis techniques at the need analysis stage through interactive models, and data analysis at the product testing stage using quantitative techniques with non-independent t-test statistics. Preliminary studies found that teachers and students needed creative writing skills textbooks developed by integrating the values of multiculturalism and character education. Textbook development referred to aspects of content, language, presentation, and graphics. Limited textbook product testing using t-test showed that t-obtained= -4,265 and t-table on α = 5 % is 2,064, so H0 is rejected. Broad testing also resulted in    t-obtained= -6,426 and t-table = 2,004, so it can be decided that H0 is rejected. Students' traditional poetry writing skills after learning using textbooks are better than before learning using textbooks. Thus it is concluded that the textbooks developed are inferred worthy of use by teachers and students to improve their writing skills in elementary school.

description Abstract
visibility View cloud_download PDF
10.12973/eu-jer.10.1.455
Pages: 455-466
cloud_download 484
visibility 686
11
Article Metrics
Views
484
Download
686
Citations
Crossref
11

Scopus
3

...

The objective of this research is to analyze the twelfth graders' mathematics critical thinking skills using a mathematics learning model to stimulate fundamental critical thinking abilities of science courses in SMA Negeri, Pacitan Regency, East Java Province, Indonesia. This quasi-experimental research design was used in this study with one group posttest only design using multiple substantive posttests. The sample of 141 students from the total population of six public schools involving the twelfth graders of the natural sciences was selected through purposive sampling technique, data were taken through tests of students' critical thinking skills and interviews. The data analysis consists of five stages, namely an analysis of one sample t-test, an analysis of students' grades, an analysis of problem-solving stages, an analysis of critical thinking abilities indicators, and an analysis of mathematics critical thinking abilities indicators. The results showed (1) The results of the one sample t-test show that the mathematics learning model is effective to stimulate critical thinking, which means that the application of the mathematics learning model is effective to stimulate critical thinking; (2) the overall grades of students that met the minimum mastery criteria; (3) the data analysis of eleven problem-solving stages proves that the criteria for critical thinking abilities are categorized as good and very good. The highest score indicator considers the principle and definition of transformation, while the lowest grade indicator is mainly concerned with the questions on right and coherent steps; (4) the critical thinking skills have seven indicators that highlight the criteria of students' critical thinking abilities categorized as good and very good. The indicators that get the highest score determine the definitions of terms, while the indicators of the lowest score determine the action; (5) the results of the analysis show indicators of mathematics critical thinking skills that have eight indicators. The criteria of students' critical thinking abilities met good and very good categories along with indicators with the highest value score by considering the definitions of terms, while the indicators of the lowest score deal with the habit of caution.

description Abstract
visibility View cloud_download PDF
10.12973/eu-jer.10.1.509
Pages: 509-523
cloud_download 1048
visibility 1171
5
Article Metrics
Views
1048
Download
1171
Citations
Crossref
5

Scopus
8

...

This study aims at exploring the professional identities of six ELT students through the lens of critical incidents. For the sake of this aim, six ELT students took part in this research at an Anatolian High School in 2018-2019 spring semester. The teaching practicum process was conducted from April to mid of May 2019, once a week over six-week practicum. The main data collection of this study was the Critical Incident Questionnaire (CIQ). Additionally, two questions were asked to the participants to evaluate their actual and designated professional identities. The first question was answered before the practicum and the second one was answered at the end of the practicum process. The results showed that some internal and external factors influenced their professional identity. Additionally, it was found that critical incidents could be used to spot the changes in the participants’ professional identity formation processes. Results of the study indicated that not only negative but also some positive critical incidents contributed to the participants’ professional identity formation. As a result of the encountered incidents that influenced their formation of identities, it was observed that the actual identities of four students changed from positive to negative at the end of the process. Correspondingly, the findings of this study put forward that how the participants explored their identity formation process through the critical incidents.

description Abstract
visibility View cloud_download PDF
10.12973/eu-jer.10.2.629
Pages: 629-640
cloud_download 741
visibility 1034
0
Article Metrics
Views
741
Download
1034
Citations
Crossref
0

Scopus
1

...

This study aims to develop a standard instrument for measuring mental health among urban adolescents in Indonesia. The objective is to produce valid and reliable school adolescent mental health instruments to be used by agencies or schools to identify students' mental health. The survey was conducted in Jakarta and South Tangerang with a total of 1007 respondents divided into two experiments where the first trial was conducted on 597 students and the second trial was conducted on 410 students. Measurements were made using a Likert scale questionnaire. Instrument testing begins with a theoretical validity test by 4 experts and 20 panelists who test the instrument material in terms of construction, content and language. Experts analyze and correct the instrument qualitatively. The instrument was then reviewed and analyzed quantitatively by panelists using the Aiken index. At this stage, 44 items, 9 indicators and 3 variable dimensions were obtained. The next test is done by testing the validity empirically, by analyzing the measurement model using Confirmatory Factor Analysis (CFA) with the LISREL 8.80 Full Version program. By using the criteria for the SLF value ≥0.30 and t-value ≥1.96, and calculating the reliability with the construct reliability (CR) at the level> 0.70, the results of the second trial showed that 35 items were valid. The observations of the model fitness through Goodness-of-Fit test showed that there is a fitness between the theoretical model and the empirical model for the mental health instruments in this study.

description Abstract
visibility View cloud_download PDF
10.12973/eu-jer.10.2.729
Pages: 729-742
cloud_download 523
visibility 1016
2
Article Metrics
Views
523
Download
1016
Citations
Crossref
2

Scopus
1

...

Considering the low achievement of Indonesian students in international studies (PISA), which measures Higher-Order Thinking Skill (HOTS) in solving the problem, improving the quality of mathematics learning in Indonesia is very important. The purpose of this research was conducted to explore the variations in students’ learning strategies and students’ Self–Regulated Learning (SRL) in solving mathematical HOT problems. The study employed a mixed-method, namely quantitative and qualitative methods were applied through five tests and seven interviews for over eight weeks. Two types of instruments were employed in this study, and they include tests and interviews. At the initial stage, we randomly selected 30 students from all those in grade 10 (Senior High School ), after which 12 were chosen purposively after the pre-test for an interview, having satisfied all complete group, middle group, and lower group. All of them were treated using metacognitive questions. Data analysis techniques used were percentage, data reduction, presentation, and conclusion. The quantitative results showed the students could generally use orientation, organization, and elaboration learning strategies as observed with 68.3%, 60%, and 56.7% for complete, middle, and lower groups. Moreover, the students were also observed to have conducted three cognitive processes in selecting the rules for solving the mathematical HOT problem, namely using models and drawing, written texts, and combining both. Furthermore, their final solution failures were affected by their misconceptions and errors in creating the mathematical model. The interview results on designing the learning procedures, monitoring the progress, and evaluating the outcomes, show that the students’ SRL level is good for complete (89.3%), middle (75%), and lower groups (60.7%).

description Abstract
visibility View cloud_download PDF
10.12973/eu-jer.10.2.743
Pages: 743-756
cloud_download 926
visibility 1039
5
Article Metrics
Views
926
Download
1039
Citations
Crossref
5

Scopus
5

...

The research investigated whether there is a correlation between participation in a course entitled "Diversity and multiculturalism in the global era" as perceived by Jewish and Arab students in Israel and a change in the students' attitudes and behaviors and their performance of activities in a multicultural context in the education field. The course was part of a master's degree program in Policy and Administration in Education in an academic college in central Israel. Pre-course and post-course questionnaires were administered to the course participants. Participants were 528 students; 177 responded to the pre-course questionnaire and 351 responded to the post-course questionnaire. The research findings indicated a direct association between participation in the course and activities conducted in the education field. In addition, students’ acquisition of knowledge on multiculturalism mediated the association between participation in the course and performance of multicultural activities in the education field. Differences were found between Jewish and Arab students' reports: Jews reported a multicultural academic atmosphere significantly more than Arabs. Contrastingly, Arab students gave significantly higher grades than Jewish students to reciprocal relations between the groups in the college and reported a more positive change in their attitudes towards the other group and towards multiculturalism and were more convinced that the course contributed to their multicultural thinking. These findings have theoretical and practical implications that can inform policymakers planning education for multiculturalism as a permanent component in academic programs, while responding to different sectors' cultural uniqueness to promote equality between them.

description Abstract
visibility View cloud_download PDF
10.12973/eu-jer.10.2.757
Pages: 757-772
cloud_download 353
visibility 674
4
Article Metrics
Views
353
Download
674
Citations
Crossref
4

Scopus
5

...

More and more student trajectories involve an academic stay abroad. To achieve the intercultural, personal or linguistic objectives associated with such placements, social inclusion with peers and faculty in the place of study is needed. This paper applies Bourdieu’s theory of capital as a conceptual framework to examine the experiences of students who have competed a placement abroad, in particular students from educationally disadvantaged families, students with disabilities, and migrant students. Longitudinal data were taken from the German National Education Panel Study (NEPS) with N=8.469 students. The findings show the interrelatedness of social inclusion and a placement abroad: students who experience high social inclusion with peers and faculty at the beginning of their studies are more likely to study abroad. Social capital with faculty increases after such a placement, in particular for at-risk student groups, while no difference in the increase in social inclusion is observed between student groups. The findings imply a need for early interventions as some of the effects already take place in the first semester.

description Abstract
visibility View cloud_download PDF
10.12973/eu-jer.10.2.945
Pages: 945-955
cloud_download 416
visibility 629
2
Article Metrics
Views
416
Download
629
Citations
Crossref
2

Scopus
2

Social Invisibility and Socio Cultural Construction of Gender in Historical Narratives of Chilean High School Students

historical narratives secondary education history education gender

Delfín Ortega-Sánchez , Jesús Marolla-Gajardo , Davinia Heras-Sevilla


...

This research seeks to evaluate the degree of inclusion of the gender perspective and the promotion of education in and for equality in the historical narratives of students in Chilean Secondary Education (n = 105). The study focuses on the analysis of the discursive-narrative mechanisms employed by the students and, in particular, of their representations of gender relations. To this end, the place given to men and women in past and present societies is analysed in the narratives generated by the students (n = 780). A mixed methodology is applied, combining quantitative (descriptive and inferential) and qualitative analyses of the manifest content. The results obtained report the persistence of stereotypical, exclusionary and androcentric perspectives, evidenced in hegemonic gender attributions and in the maintenance of the sex/gender system. These data confirm the need to implement specific teacher training programmes aimed at the acquisition of critical competences and the effective inclusion of the gender perspective in history education.

description Abstract
visibility View cloud_download PDF
10.12973/eu-jer.10.2.1023
Pages: 1023-1037
cloud_download 434
visibility 637
2
Article Metrics
Views
434
Download
637
Citations
Crossref
2

Scopus
3

Eighth Grade Students’ Misconceptions and Errors in Mathematics Learning in Nepal

mathematical conceptions misconceptions in mathematics students’ errors in mathematics nepal

Mukunda Prakash Kshetree , Bed Raj Acharya , Bishnu Khanal , Ram Krishna Panthi , Shashidhar Belbase


...

This paper explores misconceptions and errors (M/Es) of eighth-grade students in Nepal with a quasi-experimental design with nonequivalent control and experimental groups. The treatment was implemented with teaching episodes based on different remedial strategies of addressing students' M/Es. Students of control groups were taught under conventional teaching-learning method, whereas experimental groups were treated with a guided method to treat with misconceptions and errors. The effectiveness of treatment was tested at the end of the intervention. The results showed that the new guided treatment approach was found to be significant to address students' M/Es. Consequently, the students of experimental groups made significant progress in dealing with M/Es in mathematical problem-solving at conceptual, procedural, and application levels.

description Abstract
visibility View cloud_download PDF
10.12973/eu-jer.10.3.1101
Pages: 1101-1121
cloud_download 1224
visibility 1159
6
Article Metrics
Views
1224
Download
1159
Citations
Crossref
6

Scopus
5

...

The purpose of this research is to provide empirical evidence of the influence of perceived usefulness, convenience, experience, gender, and age on the intention to use e-learning after the government's school closure policy due to the Coronavirus disease (COVID-19) pandemic. Our sample is junior high school teachers in Indonesia and the data are analyzed using the Structural Equation Model (SEM). We show that perceived usefulness has a positive influence on e-learning intentions. The perceived convenience is not the reason for the teachers to use e-learning because they have no other alternative in carrying out their duties apart from e-learning. Besides, we have also found that gender and experience influence e-learning intentions. The teachers with different genders and experiences continue to implement e-learning as their way of teaching during the pandemic. The younger teachers have a higher intention of using e-learning. They have adequate digital abilities and are more confident in using e-learning, so they have a great intention in implementing e-learning for the delivery of the materials. Experienced teachers will find it easier to find the use and convenience of e-learning. Apart from experience, male teachers also report that it is easier to grasp the ease of e-learning. However, older teachers show more concern about their perception of system usability as a reason for using e-learning than system convenience.

description Abstract
visibility View cloud_download PDF
10.12973/eu-jer.10.3.1171
Pages: 1171-1180
cloud_download 875
visibility 918
5
Article Metrics
Views
875
Download
918
Citations
Crossref
5

Scopus
6

...

Multicultural education improves educators’ understanding of the complexities of different cultures and the inherent intersectionality of race, gender, class, and exceptionality to liberate students from oppressive structures within society. The purpose of this study is to illuminate the perceptions of educational leadership graduate students regarding multicultural education and transformative leadership through the lens of critical pedagogy. During this qualitative case study, the researchers used course materials, including discussion and responses, book reviews, and presentations, to answer these research questions: What factors drove the graduate students to want to seek out further experiences for them or their students with multicultural education? What did the participants perceive as potential barriers to influencing educational reform? In what ways did the perceptions of the graduate students regarding multicultural education change over the course of a semester? Three themes emerged from the analysis, the illusion of inclusivity, cultural awareness, and the disconnection between theory and practice. This research could impact current and potential future educational leaders and provides information that would benefit school districts, teachers, and students.

description Abstract
visibility View cloud_download PDF
10.12973/eu-jer.10.3.1259
Pages: 1259-1273
cloud_download 896
visibility 1143
16
Article Metrics
Views
896
Download
1143
Citations
Crossref
16

Scopus
14

...

Citizenship education has been recognised as a desirable attribute of students both by the educational system and Sultan Qaboos University in Oman. The aims of citizenship education will be difficult to achieve unless teacher educators incorporate citizenship education as a main outcome of their courses. Yet, that mainly depends on their understanding of the meaning of citizenship and what the component is that they ought to develop. The current article aims to analyse the perceptions of teacher educators about citizenship and their related teaching practices. Study adopted a qualitative method to collect the data by interviewing five teacher educators from college of education, Sultan Qaboos University. The findings showed that those educators associated citizenship with patriotism and a personally responsible vision of citizenship. In addition, they reported limited practices pertinent to citizenship education and clearly expressed their need for professional development in citizenship education.  

description Abstract
visibility View cloud_download PDF
10.12973/eu-jer.10.3.1437
Pages: 1437-1447
cloud_download 383
visibility 486
0
Article Metrics
Views
383
Download
486
Citations
Crossref
0

Scopus
0

Assessments on Vocational Knowledge and Skills: A Content Validity Analysis

assessments content validity analysis i-cvi modified kappa vocational knowledge

Mazlili Suhaini , Adnan Ahmad , Normila Mohd Bohari


...

While previous studies on assessments focused on measurement of principles and constructs, existing attention is given to content validation involving vocational education and skills. The emphasis on content validation has prompted a holistic perspective of teaching and learning to demand alternative research approaches. Using evidence of content validity based on expert judgment and assessment items, this paper argues that vocational knowledge and skills could be determined via constructs and construct functions. Content validity analysis was studied in two major phases, namely, through an assessment of an electrical technology course at a Malaysian higher education institution and expert panels’ examination of items. It was found that to increase confidence in providing reliable instruments for future empirical studies, a careful process in item development and content validity analysis was considered important. Therefore, applying these findings on item analysis and expert panels to reflect content validity can enhance the validity of assessment items.

description Abstract
visibility View cloud_download PDF
10.12973/eu-jer.10.3.1529
Pages: 1529-1540
cloud_download 323
visibility 621
6
Article Metrics
Views
323
Download
621
Citations
Crossref
6

Scopus
5

...

The quality of the educational process within the humanistic concept and holistic-developmental approach is interpreted as the optimal adaptation to the individual needs and abilities of children, while inclusiveness presupposes equal inclusion and participation of all children. This article explores the opinions of teachers as bearers of pedagogical-educational process. The aim of this research was to determine how much importance teachers attach to certain dimensions of the educational process, and the procedures of inclusive practice. Empirical research included teachers in 5 preschool institutions (N=146). The research instrument was constructed based on relevant literature. Teachers in this sample recognize the importance: of individualized support to all children; of respecting the diversity; of collaboration with parents, and personal professional development. At the same time, the level of formal education and in-service teacher training is positively correlated with the assessment of importance towards child-oriented practice, and respect for diversity. Teachers with a higher level of education significantly value the importance of additional vocational training in the field of developmental and social risks, the use of community resources, and involvement of parents in planning individual support for children.

description Abstract
visibility View cloud_download PDF
10.12973/eu-jer.10.4.1711
Pages: 1711-1725
cloud_download 566
visibility 669
2
Article Metrics
Views
566
Download
669
Citations
Crossref
2

Scopus
4

...

The main topic of the presented article is the pedagogical concept of self-reflection of students of Social Education. The authors understand the pedagogical concept as primarily educational determinants that influence and shape students’ self-reflection. To identify this aim, the authors formulate the main research question: How do social education students reflect on themselves as students, and what are the determinants of study self-reflection for social pedagogy students? The authors used the qualitative research strategy, specifically The Grounded Theory, through which sixty self-reflecting essays were analysed. These written self-reflections were further complemented with six in-depth interviews in which we acquired clarifying information on self-reflection and self-assessment of social education students. It was ascertained that students’ self-reflection is shaped through an awareness of internal and external study factors, which subsequently influence the overall concept of their study, motivation to perform, study style, and self-assessment.

description Abstract
visibility View cloud_download PDF
10.12973/eu-jer.10.4.1793
Pages: 1793-1806
cloud_download 455
visibility 621
2
Article Metrics
Views
455
Download
621
Citations
Crossref
2

Scopus
1

...

The purpose of doctoral education is not only to produce a thesis but also to develop graduates who are highly competent in research, publications and the norms and values of being a researcher. Only a handful of studies have examined early-career academics’ perceptions of doing research at the doctoral level. This exploratory qualitative study sought to fill the gap and contribute to understanding of factors contributing to early career academics’ research capability development. Semi-structured interviews were used to explore in-depth the issues concerning research, publication, supervision, and networking among early career academics. The data were collected from 19 early-career academics in the first year of their career, who are attached with different universities and in different disciplines in Malaysia. The findings from the thematic analysis identified that supervision, individual’s participation in scholarly research activities, and institutional formal learning supported the development of the participants’ research capabilities. Although the PhD programme lay emphasis on independent learning, it should be seen as a process that occurs in phases; hence, the research courses offered and support from the supervisor are important to assist the transition to becoming an independent scholar. Based on the findings of the study, it is recommended that universities be more sensitive to the demands and expectations of academic career so that the PhD programmes offered do not merely focus on research but also develop the skills required of future academics at university.

description Abstract
visibility View cloud_download PDF
10.12973/eu-jer.10.4.1893
Pages: 1893-1905
cloud_download 262
visibility 524
2
Article Metrics
Views
262
Download
524
Citations
Crossref
2

Scopus
2

Treatment and Evaluation of Game as a Didactic Resource in the Communication of Teachers Through Social Networks

educational game educational resources social networks teacher training twitter

Lina Higueras-Rodríguez , Marta Medina-García , Estefanía Martínez-Valdivia


...

This research presents an analysis of the value given to the game as an educational resource on social networks. The purpose of this study is to analyze the discourse on Twitter of the different educational agents (teachers and other educational professionals) to know the value given to the use of this tool and how the social network is an educational form of communication and interaction. From a qualitative methodology, a descriptive-interpretative study of the information on didactic/play strategies present in social networks is approached. The analysis is performed by the Nvivo12 software through matrices and content analysis. The results show that the game is mentioned within the speech on Twitter where it is alluded to its importance, value, application, etc. From an educational perspective, working in the classroom with the use of social networks provides some significant advantages; these networks offer interactive and effective teaching and learning tools. In addition, the integration of tools and applications. It is concluded that Twitter is an educational and formative way and where the value attributed to the game as a didactic resource is significant.

description Abstract
visibility View cloud_download PDF
10.12973/eu-jer.10.4.2105
Pages: 2105-2119
cloud_download 230
visibility 599
2
Article Metrics
Views
230
Download
599
Citations
Crossref
2

Scopus
2

The Development of Indonesian Accounting Teacher Professional Identity Measurement: An Exploratory Factor Analysis

accounting teacher measurement professional identity scale

Muhammad Fahmi Johan Syah , Sharul Effendy Janudin , Mahaliza Mansor , Djalal Fuadi , Harsono , Ratieh Widiastuti , Defri Nur Romadhoni , Angelia Suci Hafidah


...

Measuring accounting teachers’ professional identity is significant to do as an alternative to measure the professionalism of accounting teachers in Indonesia based on their professional identity. This research was conducted in two stages of exploratory factor analysis involving 150 accounting teachers as sample in each stage. The data were collected in collaboration with an accounting teacher organization, comprising the Accounting Subject Teacher Deliberation (MGMP) in Central Java through a questionnaire. Data analysis was divided into several steps including face validity and content validity, inter-item correlation matrix, and exploratory factor analysis. The results showed that 23 question items encompassed five components of accounting teacher professional identity; Cultural Knowledge (pedagogical cultural identity), Blending (accommodating students' purposes for school in the learning objectives), Identity Experiencing (by the experience of working life in the past, present, and individual expectations in the future in accounting work setting), Inter-Personal Skill, and Active in Professional Communities. The scale development requires continuous development tailing various new findings in the teacher professional identity and accountant professional identity.

description Abstract
visibility View cloud_download PDF
10.12973/eu-jer.11.1.33
Pages: 33-49
cloud_download 752
visibility 821
2
Article Metrics
Views
752
Download
821
Citations
Crossref
2

Scopus
2

...

This study is an endeavour to explicate the dissonance of the linguistic quality outcome of study abroad (SA) experiences by exploring the second language (L2) motivation of six academic sojourners in Manchester. A person-in-context approach revealed that developing intimate relationships with ‘native-speakers’, providing L2-mediated interaction opportunities with international students, and social approval were key determinants of the extent to which SA students were invested in social practices. Such social engagements were found to stem from second language motivation that is part of identity construction process. In addition, the thematic analysis of the narrative inquiries suggests that the global status of the English language defies the traditional conceptualisations of L2 motivation as most participants’ motivations were formed despite their negative or neutral attitudes towards the English community. The findings also endorse the role of the other as a robust motivational source by which learners can replenish their motivation stream, leading to social identity investment to construct their ideological selves. The paper concludes with a recommendation to re-interpret the conceptualisation of the Ideal L2 Self system because ‘native-speakers’ are rarely the closest parallels to L2 learners, and it should incorporate explicit intrinsic orientations. Furthermore, language institutions in SA contexts should direct their focus on establishing conversation clubs and hosting social events for SA students to provide a safe space for their identities to be developed, enacted and reconstructed.

description Abstract
visibility View cloud_download PDF
10.12973/eu-jer.11.1.305
Pages: 305-324
cloud_download 702
visibility 566
0
Article Metrics
Views
702
Download
566
Citations
Crossref
0

Scopus
1

Supervised Learning Applied to Graduation Forecast of Industrial Engineering Students

engineering retention supervised learning classification graduation forecast

Natalia Gil Canto , Marcelo Albuquerque de Oliveira , Gabriela de Mattos Veroneze


...

The article aims to develop a machine-learning algorithm that can predict student’s graduation in the Industrial Engineering course at the Federal University of Amazonas based on their performance data. The methodology makes use of an information package of 364 students with an admission period between 2007 and 2019, considering characteristics that can affect directly or indirectly in the graduation of each one, being: type of high school, number of semesters taken, grade-point average, lockouts, dropouts and course terminations. The data treatment considered the manual removal of several characteristics that did not add value to the output of the algorithm, resulting in a package composed of 2184 instances. Thus, the logistic regression, MLP and XGBoost models developed and compared could predict a binary output of graduation or non-graduation to each student using 30% of the dataset to test and 70% to train, so that was possible to identify a relationship between the six attributes explored and achieve, with the best model, 94.15% of accuracy on its predictions.

description Abstract
visibility View cloud_download PDF
10.12973/eu-jer.11.1.325
Pages: 325-337
cloud_download 350
visibility 573
2
Article Metrics
Views
350
Download
573
Citations
Crossref
2

Scopus
2

...