learning styles
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<p>Adaptive learning is one of the most widely used data driven approach to teaching and it received an increasing attention over the last decade. It aims to meet the student’s characteristics by tailoring learning courses materials and assessment methods. In order to determine the student’s characteristics, we need to detect their learning styles according to visual, auditory or kinaesthetic (VAK) learning style. In this research, an integrated model that utilizes both semantic and machine learning clustering methods is developed in order to cluster students to detect their learning styles and recommend suitable assessment method(s) accordingly. In order to measure the effectiveness of the proposed model, a set of experiments were conducted on real dataset (Open University Learning Analytics Dataset). Experiments showed that the proposed model is able to cluster students according to their different learning activities with an accuracy that exceeds 95% and predict their relative assessment method(s) with an average accuracy equals to 93%.</p>

<p style="text-align: justify;">This study aimed to describe the creative thinking process of students with active learning styles in proposing and solving problems on geometry material. The research instruments were Honey and Mumford's Learning Style Questionnaire (LSQ), problem-solving and submission test sheets, and interview guidelines. The LSQ questionnaire was distributed to students majoring in mathematics education at a university in Malang, Indonesia, with a total of 200 students. Students who have an active learning style and meet the specified criteria will be selected as research subjects. Based on research on creative thinking processes in proposing and solving problems in students with active learning styles, it was found that there were differences in behaviour between subject 1 and subject 2 at each stage of creative thinking. However, based on the researcher's observations of the behaviour of the two subjects at each stage of their thinking, there are similarities in behaviour, namely, they tend to be in a hurry to do something, prefer trial and error, and get ideas based on daily experience.</p>

Background and Purpose: Education at higher institutions prepares graduates for the real world. To develop and maintain quality, the focus must not only be on what institutions can offer but also on the learning needs and styles of learners. Despite many studies on engineering learners’ learning styles, limited research has been conducted to compare the learning styles of Engineering and Engineering Education learners. This study was conducted to ascertain the learning style preferences of first-year undergraduates from both groups in a science and technology-driven university in Malaysia.   Methodology: This descriptive study consisted of 40 Engineering and 40 Engineering Education learners who attended an English language course at the university. Perceptual Learning Style Preference Questionnaire was adopted as the survey instrument. The data were analysed using self-scoring sheet and Statistical Package for the Social Sciences.   Findings: While both groups chose Kinaesthetic as a major learning style preference, the Engineering Education learners also chose Group, Tactile, and Auditory learning styles as their other major preferences. Both groups chose Visual and Individual as their minor preferences.   Contributions: The findings extend research demonstrating the significant role of specific disciplines in Engineering to determine the learning style preferences of learners. The findings also provide useful insights that suggest implications for practice and policy.   Keywords: Engineering, engineering education, English language, learning styles, teaching and learning.   Cite as: Ismail, N. N. A., Abdullah, T., & Abdul Raof, A. H. (2022). Insights into learning styles preference of engineering undergraduates: Implications for teaching and learning.  Journal of Nusantara Studies, 7(1) 390-409. http://dx.doi.org/10.24200/jonus.vol7iss1pp390-409

The research aims to identify learning styles in health education institutions. The analysis was applied in post-secondary health schools, identifying in addition to the general characteristics of the group, particular aspects of the Kolb model, which determines the belonging to a learning style. The research tool used was Kolb's questionnaire, it was applied in two health education units, in order to be able to capture possible differences between the learning styles present in the respondents of the general nurse specialization. It should be noted that the emphasis was on the four learning styles present in Kolb's model, as this model is the best known and it is still widely used in research. The study highlighted the fact that there is a diversity of learning styles identified within these health education institutions that depend to a greater or lesser extent on the age of the respondents. This research can be extended, being able to be applied in several post-secondary health education units in order to increase the degree of accuracy, the study can be carried out both in state or private health education units, thus increasing the complexity and will be able to obtain even more relevant results.

Abstract The new ITT Common Core Framework (CCF) for teachers expects trainee and early-career teachers to adapt their teaching to support all students in class (Department for Education, 2021). What used to be called ‘differentiation’ is now referred to as ‘adaptive teaching’ and full details of what it consists of, as far as the Department for Education in England is concerned, can be found on pages 19–20 of the CCF document. Much of the advice of that document is about supporting students with special educational needs and disabilities, about teachers’ need to recognise that different students have different levels of prior attainment and may have barriers to learning, and how different types of student grouping may affect learning in different ways. It dismisses as a ‘common misconception’ that students have different learning styles and warns against teachers creating ‘distinct tasks for different groups of pupils’ or ‘setting lower expectations for particular pupils’.

The problem in this research is the low mathematics learning outcomes of students. The purpose of this study was to determine the relationship between learning styles and mathematics student learning outcomes. This type of research is quantitative with the ex-post facto correlation research method. The data collection techniques used were questionnaires and documentation. The population in this study were 112 class IV students, with a sample of 53 students. Hypothesis testing uses the Pearson product-moment correlation test. The results of the study of the two variables X and Y show a positive relationship with a correlation of 0.42 on moderate criteria, and it can be concluded that Ha is accepted, that there is a relantionship between learning style with the mathematics learning outcomes of the fourth-grade students of SD Negeri 2 Sumberejo.

From the perspective of neuroscience applied to education and the teaching of foreign languages, this exploratory study analyzes the beliefs and conceptions about the functioning of the brain and language learning in students enrolled in Education degrees at the Melilla campus of the University of Granada. The sample consisted of 397 participants. The data collection was carried out by means of a questionnaire designed for this purpose, consisting of questions related to the context and linguistic background of the respondents and to educational neuromyths regarding language learning. The data were analyzed using the SPSS version 27 statistical software, and univariate and bivariate analyses were carried out according to the three grouping dimensions: (a) brain functioning, (b) multiple intelligences and learning styles, and (c) language learning. The results indicate the prevalence of neuromyths related to general concepts, which determine the learning comprehension. This corroborates the findings of research studies in other contexts. Although the participants do not show a prevalence of neuromyths regarding foreign language learning, presumably due to their experiences in multilingual contexts, which constitutes the main contribution of this study.

As the industry transitions towards incorporating BIM in construction projects, adequately qualified students and specialists are essential to this transition. It became apparent that construction management programs required integrating Building Information Modeling (BIM) into the curriculum. By bringing Virtual Reality (VR) technology to BIM, VR-BIM would transform the architectural, engineering, and construction (AEC) industry, and three-dimensional (3D) immersive learning can be a valuable platform to enhance students' ability to recognize a variety of building principles. The study carries out a methodology for implementing the VR-BIM in the construction management undergraduate program. Based on the previous literature review, in-depth analysis of the program, and accreditation requirements, VR-BIM will be implemented throughout the curriculum by combining stand-alone class and integration in the existing courses method. The challenges that may face the program planning to implement VR-BIM are discussed, and few solutions are proposed. The lab classroom layout appropriate for the applications is designed to be adjusted for several layouts to accommodate all learning styles and objectives. A comparison between different Head-Mounted Display (HMD) headsets is carried out to choose the appropriate equipment for the lab.

ABSTRACTThe purpose of the study wasto develop textbooks for dyslexia through learning style intervention assisted by audio-visual media for elementary school students. This research is Research and Development. The subjects in this study were dyslexic students at SDN Brambang Karangawen Demak with a total of three of the third grade students. The result of the study is that the type of teaching book needed an audio-visual-assisted with link and video barcode that related to the students’ learning style. Each chapter has three video links, namely visual, auditory and kinesthetic learning styles. The teaching book material consists of reading, writing, drawing, directions, and story. The reason for using the teaching book is that children don’t have learning resources or books to practice reading and writing as their handbooks. Audio-visual aided teaching book are expected to be more interesting for dyslexic in order to they have a motivation for learning. The conclusion of study is based on teachers and students’ need analysis. They want to the development of teachingbooks for dyslexic children through learning style interventions assisted by audio-visual media. It is needed to help reading difficulties, especially for dyslexic children.Keywords: Teaching book, Dyslexia, Leraning style, Audio Visual Media