An empirical study of using sequential behavior pattern mining approach to predict learning styles

The learning style of a learner is an important parameter in his learning process. Therefore, learning styles should be considered in the design, development, and implementation of e-learning environments to increase learners’ performance. Thus, it is important to be able to automatically determine learning styles of learners in an e-learning environment. In this paper, we propose a sequential pattern mining approach to extract frequent sequential behavior patterns, which can separate learners with different learning styles. In this research, in order to recognize learners’ learning styles, system uses the Myers-Briggs Type Indicator’s (MBTI). The approach has been implemented and tested in an e-learning environment and the results show that learning styles of learners can be predicted with high accuracy. We show that learners with similar learning styles have similar sequential behavior patterns in interaction with an e-learning environment. A lot of frequent sequential behavior patterns were extracted which some of them have a meaningful relation with MBTI dimensions.     

Another Nail in the Coffin for Learning Styles? Disparities among Undergraduate Anatomy Students’ Study Strategies,Class Performance,and Reported VARK Learning Styles

The concept and existence of learning styles has been fraught with controversy, and recent studies have thrown their existence into doubt. Yet, many students still hold to the conventional wisdom that learning styles are legitimate, and may adapt their outside of class study strategies to match these learning styles. Thus, this study aims to assess if undergraduate anatomy students are more likely to utilize study strategies that align with their hypothetical learning styles (using the VARK analysis from Fleming and Mills, 1992 , Improve Acad. 11:137–155) and, if so, does this alignment correlate with their outcome in an anatomy course. Relatedly, this study examines whether students’ VARK learning styles are correlated with course outcomes regardless of the students’ study strategies, and whether any study strategies are correlated with course outcomes, regardless of student-specific VARK results. A total of 426 anatomy students from the 2015 and 2016 Fall semesters completed a study strategies survey and an online VARK questionnaire. Results demonstrated that most students did not report study strategies that correlated with their VARK assessment, and that student performance in anatomy was not correlated with their score in any VARK categories. Rather, some specific study strategies (irrespective of VARK results), such as use of the virtual microscope, were found to be positively correlated with final class grade. However, the alignment of these study strategies with VARK results had no correlation with anatomy course outcomes. Thus, this research provides further evidence that the conventional wisdom about learning styles should be rejected by educators and students alike. Anat Sci Educ. © 2018 American Association of Anatomists.     

The Design of Competency-Based Performance Assessment in E-Learning

This article focuses on the design of competency-based performance assessment in e-learning. Though effort has been invested in designing powerful e-learning environments, relatively little attention has been paid to the design of valid and reliable assessments in such environments, leaving many questions to educational developers and teachers. As a solution to this problem, a systematic approach to designing performance assessments in e-learning contexts is presented, partly based on the 4C/ID model. This model enables the construction of realistic whole tasks instead of advocating education that is restricted to more isolated skills. A new assessment procedure also implies an alternative view of instructional design, learning and assessment. The requirements for the learning environment are addressed. Examples from a virtual seminar are presented to illustrate the design approach. The article concludes with the identification of possible pitfalls related to the approach and gives directions for future research.     

A Preliminary Investigation into the Adaptive Learning Styles of Business Students

An exploration of the preferred learning styles for over 1,100 business students has yielded an intriguing result. While many previous studies have examined the learning styles in different majors at different universities, these studies have been focused on describing the typical student for that major. This study demonstrates that the preferred learning styles of students may depend more on the course than the major, indicating that students may have adaptive learning styles. Rather than having an innate, consistent preferred learning style, business students adapt their preferred learning style to the subject of the course. Further research is necessary to confirm these exploratory findings.     

Implementing concept-based learning in a large undergraduate classroom

An experiment explicitly introducing learning strategies to a large, first-year undergraduate cell biology course was undertaken to see whether awareness and use of strategies had a measurable impact on student performance. The construction of concept maps was selected as the strategy to be introduced because of an inherent coherence with a course structured by concepts. Data were collected over three different semesters of an introductory cell biology course, all teaching similar course material with the same professor and all evaluated using similar examinations. The first group, used as a control, did not construct concept maps, the second group constructed individual concept maps, and the third group first constructed individual maps then validated their maps in small teams to provide peer feedback about the individual maps. Assessment of the experiment involved student performance on the final exam, anonymous polls of student perceptions, failure rate, and retention of information at the start of the following year. The main conclusion drawn is that concept maps without feedback have no significant effect on student performance, whereas concept maps with feedback produced a measurable increase in student problem-solving performance and a decrease in failure rates.     

Online delivery management for teaching and learning

The learning initiative described in this paper looks at how the adoption of a flexible, online learning approach can be used to optimize teaching and learning in engineering materials to a variety of engineering disciplines. The main driver for adopting this approach was to increase the effectiveness of delivery of subject matter. Practical examples are given of delivery strategies, activities and assessment protocols. This flexible, online approach required the development and implementation a learning management system for the provision of online lectures, audiovisual material, discovery-based learning activities and communication tools for the guidance of students in the self-management of their personal learning styles. The implementation of such an online initiative led to an encouraging response from both students and staff. This was seen as pivotal in its contribution to the success of the overall learning strategy.     

Student attitudes to blogs: a case study of reflective and collaborative learning

The aim of this study is to evaluate the capacity of an e-learning tool (blog) to facilitate reflection among students as part of collaborative group learning. The paper provides insights into student attitudes towards blogs as an interactive and reflective learning tool. Additionally, the study highlights the differences between domestic and international student attitudes towards reflection as part of collaborative learning in groups. The results indicate that international students consistently viewed the use of e-learning tools more positively than domestic students. For educators, the results provide direction in terms of enhancements to assessment tasks incorporating e-learning, including the professional development of staff to address the rapidly changing learning environment.     

Learning path recommendation based on modified variable length genetic algorithm

With the rapid advancement of information and communication technologies, e-learning has gained a considerable attention in recent years. Many researchers have attempted to develop various e-learning systems with personalized learning mechanisms for assisting learners so that they can learn more efficiently. In this context, curriculum sequencing is considered as an important concern for developing more efficient personalized e-learning systems. A more effective personalized e-learning recommender system should recommend a sequence of learning materials called learning path, in an appropriate order with a starting and ending point, rather than a sequence of unordered learning materials. Further the recommended sequence should also match the learner preferences for enhancing their learning capabilities. Moreover, the length of recommended sequence cannot be fixed for each learner because these learners differ from one another in their preferences such as knowledge levels, learning styles, emotions, etc. In this paper, we present an effective learning path recommendation system (LPRS) for e-learners through a variable length genetic algorithm (VLGA) by considering learners’ learning styles and knowledge levels. Experimental results are presented to demonstrate the effectiveness of the proposed LPRS in e-learning environment.     

The relationship between formative assessment and reading achievement: A multilevel analysis of students in 19 countries/regions

Despite the general consensus on the positive impact of formative assessment on student learning, researchers have not shown the underlying mechanisms between specific formative assessment strategies and academic performance on an international sample. This study examines the link between student and teacher reports of teachers’ formative assessment strategies (i.e. clarifying goals and monitoring progress, providing feedback, and instructional adjustments) and students’ reading achievement, based on data from 151,969 fifteen-year-olds in 5,225 schools in 19 countries/regions in PISA 2018 via multilevel analysis of plausible values. The results show that clarifying goals and monitoring progress, and instruction adjustments are positively linked to reading achievement, but providing feedback alone has no significant impact. These findings highlight the complexity of formative assessment as a multifaceted concept and the different impacts of formative assessment strategies on student learning. Implications for researchers and practitioners are discussed.     

An innovative concept map approach for improving students' learning performance with an instant feedback mechanism

Concept maps have been widely employed for helping students organise their knowledge as well as evaluating their knowledge structures in a wide range of subject matters. Although researchers have recognised concept maps as being an important educational tool, past experiences have also revealed the difficulty of evaluating the correctness of a concept map. It usually takes days or weeks for teachers to manually evaluate the concept maps developed by students; consequently, the students cannot receive timely feedback from the teachers, which not only affects their learning schedules, but also significantly influences the students' learning achievements. In this paper, a computer‐based concept map‐oriented learning strategy with real‐time assessment and feedback is proposed in order to cope with the problems mentioned above. Our approach provides immediate evaluation of concept maps and gives also real‐time feedback to the students. An experiment has been conducted to evaluate the effectiveness of this new strategy in comparison with the conventional computer‐based concept map approach. It is found that our innovative approach can be significantly beneficial to promote learning achievements as well as the learning attitudes of students.     

The role of teacher, student and ICT in enhancing student engagement in multiuser virtual environments

This paper reviews the teaching and learning practices and processes that were adopted in a study that incorporated multi-user virtual environments to support General Paper teaching and learning. The paper discusses the roles of the teacher, student and ICT in facilitating engaged learning. As this project is the first of its kind for the subject in Singapore, the paper seeks to highlight strategies that were adopted or could have been adopted to facilitate the enactment of such teacher and student roles as well as ensure effective deployment of ICT to support engaged learning.     

学习风格与大学英语多媒体阅读教学模式的相融性研究

所罗门学习风格量表是用来检验学生学习风格的量表。运用此表对某高校2008级非英语专业学生的英语学习认知风格进行了调查,以了解文理科与工科大学生在学习风格上是否有倾向性;同时访谈了不同专业的学生在多媒体教学模式下,根据自身学习风格所采取的学习方式以及希望的大学英语阅读教学模式,试图探讨多媒体教学模式是否能适应当今大学生的个体需求,教师该采取何种教学方法才能真正与学生达成教与学的一致性,从而提高阅读教学的效果。     

Virtual university–a vehicle for development,cooperation and internationalisation in teaching and learning

The paper discusses the approaches of virtual university strategies and developments in Europe. The discussion is partly based on the work done in the Activity 5 in the EU Thematic Network E4 and partly to the experiences gained through the activities of EUNITE virtual university network of six European universities. Based on our experience we see, that e-learning and virtual university approach can be used for renewal of teaching and learning, both on and off campus. Just three years ago, universities seemed mainly to aim only to develop on campus teaching and learning through ICT. Lately, the use of e-learning as a tool for international cooperation and for virtual mobility (Virtual Erasmus) has started to develop through the activities of the European Union e-learning programmes and through the activities of some European university networks, like EUNITE. To promote virtual universities and e-learning, commitment and actions at all levels from EU to individual institutions are needed.     

Tutoring styles that encourage learner satisfaction,academic engagement,and achievement in an online environment

This study was aimed to find which tutoring styles significantly predict learners’ satisfaction with an e-learning service, academic involvement, and academic achievement. The tutoring styles included subject expert, facilitator, guider, and administrator. In this study, 818 Korean sixth-grade students (ages 11–12 years), enrolled in the e-study program, and completed tutoring style and academic satisfaction evaluation surveys. Students’ login and posting frequency in the e-study program were measured to assess their academic involvement. Academic achievement was computed using completion rates and assessment scores. Multiple regression analyses indicated that there is some association between tutoring styles and academic outcomes. Of the four tutoring styles, facilitating tutoring styles particularly showed strong associations with the three outcome variables. Tutors’ guiding activities as opposed to facilitating were not significant contributors to students’ academic outcomes. The effect of tutors’ facilitating styles in an online learning environment was significant as being found in the existent literature.     

Learning through Teaching: Challenges and Opportunities in Facilitating Student Learning in Food Science and Nutrition by Using the Interteaching Approach

ABSTRACT: Interteaching is a new pedagogical strategy for classroom instruction that demonstrates great effective student learning outcomes in the field of psychology. It is a 20 to 30 min student‐to‐student discussion addressing the main points in a specified body of reading materials. Interteaching includes elements such as reciprocal peer tutoring, cooperative learning, and problem‐based learning. These elements have been well theorized and their effectiveness has been empirically documented. To date, little is known about the effects of interteaching on students' perceived learning outcomes in food science and nutrition. This case study describes how the interteach method was employed in an undergraduate nutrition and food science course with specific examples of the tools used, such as interteach preparation guides, the interteach record form, and the peer assessment form. Based on the continuous feedback provided by the students during the course work, several specific modifications were made from the conventional interteaching methods, including 4‐person interteaching instead of one‐on‐one interteaching, as well as the use of in‐class thought‐provoking “synthesis” questions. At the end of the course, we assessed the students' perceptions of interteaching, as well as the students' perceived learning outcomes. The method generally fostered critical thinking and enhanced their motivation, which led to their perceived learning. On the other hand, some of the students expressed challenges in learning from peers due to their peers' varied preparation levels, as well as tackling complex scientific concepts prior to lectures. Further investigation is needed to develop possible strategies for accommodating the challenges among students with different learning styles.     

Teaching the Self

Abstract

Teaching a business program capstone class presents a double challenge, requiring the educator to integrate different functional areas of business and evaluate student learning. This paper discusses concept maps as an active learning assessment tool in teaching a strategic management capstone course. Concept maps are used to meaningfully depict knowledge and present illustrations of relationships between concepts in a particular course. This study reviews 54 individual and 19 group concept maps collected over three semesters. The analysis affirms that concept maps are a powerful pedagogical tool that requires students to reflect on the knowledge gained during a course.     

Assessment preferences and their relationship to learning strategies and orientations

The study investigated inter- and intra-group differences in assessment preferences among students in two academic disciplines which differ in their educational environment through examining the relationships between assessment preferences and student learning orientations and strategies. The sample consisted of 85 engineering and 87 education students in a major university in Israel. The subjects were administered the MSLQ for measuring their motivated learning strategies and the API for measuring their assessment preferences. The results indicated that individual differences in assessment preferences overshadow disciplinary group differences and that differences in assessment preferences are to a relatively large extent related to learning strategies and orientations. Implications for adaptive assessment were discussed.     

A time sequence-oriented concept map approach to developing educational computer games for history courses

Concept maps have been recognized as an effective tool for students to organize their knowledge; however, in history courses, it is important for students to learn and organize historical events according to the time of their occurrence. Therefore, in this study, a time sequence-oriented concept map approach is proposed for developing a game-based environment to facilitate students' learning of historical events and their organization during the gaming process. With this approach, students can easily learn the precedence relationships among the historical events that occurred in different time periods with the time sequence-oriented concept map. To evaluate the effectiveness of the proposed approach, a historical role-playing game has been developed for an elementary school history course to examine the students' performance in terms of learning motivation, self-efficacy and learning achievements. A subject unit, the “Siege of Fort Zeelandia by Zheng Cheng-Gong,” was chosen as the history topic. The results show that the proposed approach can significantly enhance the students' learning achievement, but did not affect their learning motivation or self-efficacy for the history course. As a consequence, it is concluded that students can benefit from concept maps in terms of enhancing their learning achievement, but they do not necessarily enjoy using concept maps in game-based learning activities.     

Predictive validity of my class inventory

A recent guest-edited issue of this journal (Volume 6, Number 3, 1980) summarizes the considerable interest evident since the late 1960s in the conceptualization, assessment, and study of student perceptions of psychological characteristics of their classroom learning environment. This issue and several other recent key overviews (Moos, 1979; Walberg, 1979; Fraser, 1981; Fraser and Walberg, 1981) have firmly established classroom environment as a thriving field of study.When used as criterion variables in prior curriculum evaluation research, student perceptions of classroom environment characteristics have differentiated revealingly, usefully, and appreaciably between classrooms following alternative curriculum materials or instructional strategies (Anderson, Walberg, and Welch, 1969; Levin, 1980). In addition, other studies have established the criterion validity of classroom environment perceptions in differentiating between classrooms varying in class size (Walberg, 1969), grade level (Welch, 1979), and subject matter (Anderson, 1971a; Hearn and Moos, 1978), and between classrooms in five different types of schools (urban, rural, suburban, vocational, alternative) (Trickett, 1978). The strongest tradition in past research on classroom learning environment, however, has involved investigation of the predictive validity of student perceptions (i.e., the ability to predict student cognitive, affective, and behavioral learning outcomes).