Validation of a model of personalised learning

This article focuses on a Personalised Learning model which has 19 scales that were used to evaluate regional students’ perceptions of their readiness to learn, assessment processes, engagement, extent to which their learning is personalised and their associations with academic efficacy, academic achievement and student well-being. The data came from an average of 2700 students during each year of a 3-year study in six schools in provincial Victoria. A previously reported instrument was developed to measure students’ and teachers’ perceptions of the above factors affecting the implementation of Personalised Learning Plans (PLPs). It employed the latest scales to assess a range of PLP indicator variables, with all scales modified for use in an Australian context and with the total number of items kept to a minimum. Only scales that were more sensitive to PLPs were used in order to minimise the length of the instrument. There were three outcome variables: academic efficacy, academic achievement and student well-being. The emergent model demonstrates that addressing personalisation of learning and well-being depends on a combination of factors rather than “just getting one factor right”. This implies that there is a need for a coherent and collaborative approach for addressing the needs of students of low socioeconomic status.     

Personalised learning: lessons to be learnt

Personalised learning is now broadly endorsed as a key strategy to improve student curricular engagement and academic attainment, but there is also strong critique of this construct. We review claims made for this approach, as well as concerns about its conceptual coherence and effects on different learner cohorts. Drawing on literature around differentiation of the curriculum, self‐regulated learning, and ‘relational agency’ we propose a framework for conceptualising and enacting this construct. We then report on an attempt to introduce personalised learning as one strategy, among several, to improve student academic performance and wellbeing in four low SES regional secondary schools in Australia. We report on a survey of 2407 students’ perceptions of the extent to which their school provided a personalised learning environment, and a case study of a programme within one school that aimed to apply a personalised approach to the mathematics curriculum. We found that while there were ongoing challenges in this approach, there was also evidence of success in the mathematics case.     

Learning support and academic achievement among Malaysian adolescents: the mediating role of student engagement

The aim of this study was to examine the associations between learning support, student engagement and academic achievement among adolescents. We also examined the extent to which affective, behavioural and cognitive engagement play a mediating role in students’ perceived learning support from parents, teachers and peers, and contribute to their academic achievement. Malaysian adolescents (aged 12–17 years, N = 2359) completed a self-administered questionnaire based on an adapted version of the Student Engagement And Learning Support Scale. Item and factor analyses were performed to ensure appropriate psychometric properties of the scales. Pearson correlation analysis identified the relationship between variables and structural equation modelling was conducted to identify the role of student engagement as a mediator between learning support and academic achievement. The study provides empirical support for the hypothesis that perceptions of learning support influence adolescents’ affective, behavioural and cognitive engagement in school in different ways, which in turn influences their academic achievement. Cognitive engagement seemed to be the best predictor of academic achievement and the strongest mediator for all three types of learning support. Behavioural engagement was negatively associated with academic achievement, and affective engagement did not have a direct relationship with academic achievement, although it contributed indirectly through cognitive and behavioural engagement. The results of this study provide a basis for policy makers to initiate prevention and intervention programs for increasing the quality of parent–child, teacher–student and peer–peer relationships which ultimately could lead to improved academic competence and outcomes.     

Development and validation of an instrument for assessing high-school students’ perceptions of socio-scientific issues-based learning in biology

In this research, we developed and validate an instrument for assessing high-school students’ perceptions of socio-scientific issues (SSI)-based learning in biology. The development of the instrument was carried out using the following four steps: item formulation, content validation, construct validation and reliability calculation. According to an extensive literature review, 28 initial items were formulated for four SSI-based instruction aspects: (1) contextualisation of SSI, (2) student involvement, (3) student attitudes towards SSI-learning and (4) SSI-based learning objectives. Based on the pilot study conducted for construct validation, 24 items were successfully constructed for the four scales and subsequently administered in biology classrooms to 151 students. Factor analysis showed that each of the 24 items had a factor loading at least 0.40 on its own scale and no other scale. Moreover, the four scales accounted for 58.32% of the total variance and the alpha reliability coefficients for the scales ranged from 0.75 to 0.85. According to these findings, the SSI-based Learning Environment Inventory in Biology is valid, reliable and useful.

     

高中英语课堂环境与学习成果的关系研究

课堂环境与学习成果的关系一直是西方课堂环境研究的热点。本研究运用《中学英语课堂环境量表》作为测量工具,测量了高中生对英语课堂环境的感知与其英语学习态度和学习成绩之间的关系。研究结果表明:课堂环境是影响二语学习成果的主要因素之一,积极的课堂环境可以改善和提高学生的二语学习成果。课堂环境通过直接效应和中介效应共同影响二语学习成果,其中任务取向对二语学习成果的预测力最大。     

Student learning in higher education: a path analysis of academic achievement in science

Learning outcomes in higher education are of considerable interest to students, teaching staff, researchers, tertiary education institutions and funding authorities. To improve the quality of learning outcomes may require a better understanding of what happens in the learning process from the perspective of the learner. This study makes use of a number of current instruments for the evaluation of student learning to explore aspects of learning outcomes in terms of academic achievement. The students evaluated were either in their first year of study (N=194) or in the third year of their course (N=118). A causal mode of learning outcomes was developed for each group and evaluated using the PLSPATH program to explore the impact of student‐related causative factors. A number of these factors were shown to have a direct effect on student academic achievement, as measured by annual grade point average (GPA), with some consistency across two year‐levels. The most important factor in predicting academic performance for both groups was students' prior academic performance. Approaches to learning and English language skills were also shown to have some predictive value. Students' metacognitive skills and self‐efficacy, though showing strong inter‐relationships with other factors, did not show a direct effect on academic achievement.     

Identifying characteristics of successful tertiary students using path analysis

Academic achievement is the outcome of a complex system of learning and teaching relationships existing within the context of the university. A causal path model was developed and tested using a partial least squares path analysis procedure in order to examine the relationships among factors hypothesised to influence tertiary students’ academic achievement. Of the eight predictor variables included in the model (Approach to Learning motives and strategies; Learning Style; Age; Sex; Locus of Control; Metacognitive Capability; and students’ Self-Rated performance), Metacognitive Capability most clearly identifies successful students. Relationships among the other variables also provide valuable information about student learning outcomes.     

The relationships between the motivational beliefs,course experiences and achievement among postgraduate students in Pakistan

While there is considerable literature concerning the relationship between student motivation and achievement, few studies have examined the relationship between student motivation, course experiences and academic achievement at the postgraduate level. This paper is based on the findings of the initial correlation analysis of the relationship between motivational beliefs and course experiences of 368 postgraduate students in five different subject areas enrolled in day and afternoon classes at a highly-ranked public university in Pakistan. A questionnaire was developed using scales from the Motivated Strategies for Learning Questionnaire and the Course Experiences Questionnaire to measure the motivational beliefs and course experiences of students. Academic achievement was measured using the achievement score in the courses in which the data were collected. The results of the study indicated that students' achievement scores were positively correlated with their self-efficacy for learning and negatively correlated with test anxiety, whereas the course-experience factor learning community was significantly correlated with achievement scores. Significant correlations were also found among almost all motivational beliefs and course experience factors.     

Assessing the effectiveness of learning solid geometry by using an augmented reality-assisted learning system

This study integrates augmented reality (AR) technology into teaching activities to design a learning system that assists junior high-school students in learning solid geometry. The following issues are addressed: (1) the relationship between achievements in mathematics and performance in spatial perception; (2) whether system-assisted learning can improve the spatial perceptions of students; (3) whether students with high, average and low academic achievement learn effectively after taught with system assistance; (4) system usability; (5) system task load; and (6) the relationship among various factors. Study participants were 76 students from Tainan City, Taiwan. Qualitative and quantitative data are obtained using pre- and post-system-assisted learning paper–pencil tests, a system usability scale, National Aeronautics & Space Administration Task Load indeX, and observations and focus group interviews. Analysis results indicate that students' math scores and spatial perception during the test closely correspond to each other. Additionally, system-assisted can improve the spatial perceptions of student. Regarding group differences related to the significance of impact, students with average and low academic achievements exhibit small and medium levels of effectiveness, but are insignificant in high academic achievement students. As for system usability, students with low academic achievements demonstrate a positive attitude toward the intensive programs provided by the system. However, the correlation between students’ learning effectiveness and system usability/task load is low.     

Validation of the diagnostic tool for assessing Tertiary students’ readiness for online learning

Increasing numbers of educational institutions are adopting an online approach to teaching and learning; however, little regard has been given to the prerequisite personal and technical qualities required for academic achievement and satisfaction within this environment. In recognition of this, researchers have been exploring the design, development and testing of diagnostic tools to assess student readiness for online learning. This study builds on previous work by the authors to further validate their diagnostic tool for assessing Tertiary students’ readiness for online learning (TSROL) which has four subscales: ‘Technical skills’, ‘Computer self‐efficacy’, ‘Learner preferences’ and ‘Attitudes towards computers’. Factor and reliability analyses revealed that Technical skills and Computer self‐efficacy possessed good reliability and validity, and ‘Attitudes towards computers’ fair reliability and validity. However, ‘Learner preferences’ required revision as it possessed poor reliability and validity. Analysing the demographic data revealed that older students had lower Technical Skills and computer self‐efficacy than younger students. The TSROL can be improved by adopting a more multidimensional interpretation of the Learning preferences and Attitudes towards computers subscales.     

A pedagogical alliance for academic achievement: Socio-Emotional effects on assessment outcomes

Assessment of student learning outcomes is often discussed in relation to curriculum, standards and even administration practices. However, assessment of learning outcomes is rarely discussed in light of students’ socio-emotional contexts, which might help or hinder learning outcomes. For example, do students’ perceptions of the teacher as trustworthy influence their empathic views on classmates, learning engagement, academic achievement and wellbeing? The present paper reports the results of a theoretically-driven, short-term longitudinal study designed to explore the effects of socio-emotional variables, specifically students’ trust in teachers and empathy towards self and peers on engagement for learning, academic achievement, and wellbeing. Grounded in attachment theory and the LEAFF model, Panel Structural Equation Modeling (P-SEM) results revealed three significant pathways, which provide evidence that student trust in teachers may serve to launch a domino effect of outcomes, predicting students’ empathic views of classmates, learning engagement, academic achievement, and wellbeing.     

Factors influencing early adolescents’ mathematics achievement: High-quality teaching rather than relationships

This study used data from the Assessment Tools for Teaching and Learning project, which involved data on the academic performance of more than 90,000 New Zealand students in six subjects (i.e. reading, writing and mathematics in two languages). Two sub-samples of this dataset were included for detailed re-analysis to test the general applicability of the Australian model of Quality of School Life (Ainley et al. 1986) in the New Zealand context. The first sample comprised 336 year 8 students from elementary schools and the second sample consisted of 272 year 10 students from high schools. Furthermore, two structural equation models were developed and tested, expressing relationships between students’ quality of school life perceptions, students’ attitudes to mathematics, and their effects on mathematics achievement. The quality of school life questionnaires scales [Ainley and Bourke, in Res Pap Educ 7(2):107–128, 1992] were used as indicators of students’ perceptions regarding learning, teachers and peer relationships. The model proposed that perceived quality of school life would affect students’ attitudes of liking and confidence in mathematics, which would in turn affect their academic performance. After controlling for other variables in the model, students’ perception about their self-efficacy to learn mathematics was more directly related to outcomes than to perceptions of teacher quality or peer involvement. Data analyses revealed no apparent relationships of these factors to mathematics achievement. Moreover, results for both samples led to the conclusion that the perceived quality of learning is connected with ‘confidence in’ and ‘liking mathematics’, which in turn predict students’ mathematics achievement.     

Supportive classrooms for Latino English language learners: Grit,ELL status,and the classroom context

Students' academic achievement is the result of the interplay between person-level and contextual factors (R. R: Greene, 2014; D. E. Hunt, 1975). Students perform better when classroom characteristics support their characteristics. The authors examine whether student perceptions of two classroom characteristics (care and control) fit with two Latino student characteristics (English language learner status and grit) in relation to their academic achievement. Using a sample of fourth- and fifth-grade Latino students from the Measures of Effective Teaching dataset (n = 3,272), the authors conducted a series of nested regression models with two- and three-way interactions between student characteristics and student perceptions of classroom characteristics. Findings revealed that grit is most strongly associated with Latino English language learners’ English/language arts achievement when students perceived that teachers used high levels of care and control. We conclude with implications for practitioners.     

What changes,and for whom? A study of the impact of learning analytics-based process feedback in a large course

Recent developments in educational technologies have provided a viable solution to the challenges associated with scaling personalised feedback to students. However, there is currently little empirical evidence about the impact such scaled feedback has on student learning progress and study behaviour. This paper presents the findings of a study that looked at the impact of a learning analytics (LA)-based feedback system on students' self-regulated learning and academic achievement in a large, first-year undergraduate course. Using the COPES model of self-regulated learning (SRL), we analysed the learning operations of students, by way of log data from the learning management system and e-book, as well as the products of SRL, namely, performance on course assessments, from three years of course offerings. The latest course offering involved an intervention condition that made use of an educational technology to provide LA-based process feedback. Propensity score matching was employed to match a control group to the student cohort enrolled in the latest course offering, creating two equal-sized groups of students who received the feedback (the experimental group) and those who did not (the control group). Growth mixture modelling and mixed between-within ANOVA were also employed to identify differences in the patterns of online self-regulated learning operations over the course of the semester. The results showed that the experimental group showed significantly different patterns in their learning operations and performed better in terms of final grades. Moreover, there was no difference in the effect of feedback on final grades among students with different prior academic achievement scores, indicating that the LA-based feedback deployed in this course is able to support students’ learning, regardless of prior academic standing.     

Implementing Student‐Centered Learning Practices in a Large Enrollment,Introductory Food Science and Human Nutrition Course

Informed by the latest research on how people learn, effective teachers address both aspects of the teaching–learning equation—they engage students in the course material by implementing best teaching practices and they prepare students for learning by sharing best learning practices. The purpose of this study was to evaluate the impact of student‐centered learning practices on students’ perceptions of their ability to learn, specifically in a large enrollment, introductory food science and human nutrition course. Featured student‐centered learning practices included required assignments, optional study tools, and supplemental learning resources. A mixed method survey instrument with 5‐point Likert scales and qualitative, open‐ended questions was used to determine students’ (1) use of optional study tools and supplemental learning resources; (2) perceptions as to the quality and impact of required assignments, optional study tools, and supplemental learning resources to enhance their ability to learn; (3) perceptions as to the usefulness of required assignments, optional study tools, and supplemental learning resources to help them perform better in this course; and (4) overall satisfaction, as a learner, in this course. Overall, students identified study guides (developed using Bloom's taxonomy action verbs) (Mean = 4.34), microthemes (Mean = 4.27), and quizzes (Mean = 4.11) as the most beneficial resources to enhance their learning of the course material. Overall, 85% of students said they were extremely or very satisfied as learners in the course and nearly 75% of the students said the student‐centered learning practices should be offered to future FSHN 101 students.     

Interactive Influences of Perceived Social Contexts on the Reading Achievement of Urban Middle Schoolers with Learning Disabilities

This study examined the effects of social influences in the lives of an ethnically diverse sample of fifth through eighth grade students with and without learning disabilities (LD) using survey data and academic achievement scores collected in 19 Chicago public schools from 1993–1997. Similarities and differences in student perceptions of school, family, and peer group contexts were examined. In addition, longitudinal data were analyzed using hierarchical linear modeling (HLM) to identify contextual influences on changes in student reading achievement over time. Comparisons of student responses confirm and extend existing findings in the literature concerning the perceptions of students with LD of their social environments. In particular, having a learning disability was associated with consistent, mostly negative, effects on social relations across the contexts of students’ lives, regardless of gender, race, grade, and socioeconomic status. In addition, student perceptions of their friendship groups were found to have small, but significant, effects on their growth in reading achievement over the course of middle school. While students with and without LD had somewhat different views of their social contexts, the processes working within these environments appeared to affect their reading achievement in similar ways. The results suggest that careful attention should be paid to the social contexts of students’ lives when planning academic interventions.     

The interrelationship between student learning experience and study behaviour

This study examined the interrelationship between student learning experiences and study behaviour in explaining academic achievement. The participants were 541 final year students from a university in Hong Kong. Students' learning experiences and study behaviour were measured using the Course Experience Questionnaire and the Learning and Study Strategies Inventory. Structural equation modelling demonstrated that different learning experience factors have differential influences on student study behaviour. Students' perception of teaching quality and generic skills development were found to be most influential in terms of motivation and attitude towards study, which were most predictive of academic performance. The implications for curriculum design and instructional practice on university student learning are discussed.     

The impact of Greek University students’ perceptions of their learning environment on approaches to studying and academic outcomes

The relationship between university students’ perceptions of their academic environment, their approaches to study, and academic outcomes was investigated for first and fourth-final year students. The responses of 88 first and 92 fourth year students were analysed using a path analysis model. Students’ perceptions of the learning environment were measured by an instrument based on the Course Perceptions Questionnaire (CPQ) and Course Experience Questionnaire (CEQ) inventories. The Approaches to Studying Inventory (ASI) was used to assess students’ approaches to studying. The structure of the ASI inventory was explored by factor analysis. The analysis gave two factors which reflect the deep and surface approaches to studying. Workload does not predict any of the studying approaches and academic outcomes. There was a pattern of relationships between deep approach, perceptions of learning environment which encourage this approach, and outcomes. Assessment methods was the best predictor of satisfaction for all of the students. For the first year students, University grade was not associated with any of the explored variables but the level of satisfaction was predicted by relationships with tutors and fellows. For the fourth year students, good teaching predicted achievement both directly and indirectly through the deep approach to studying. The findings indicate that fourth year students’ perceptions of the current learning environment are a stronger predictor of academic achievement than prior academic ability (university entrance examinations’ grade). The study suggests further exploration of the impact of affect in learning especially for the newcomers.     

Investigating Flipped Learning: Student Self-Regulated Learning,Perceptions, and Achievement in an Introductory Biology Course

In flipped classrooms, lectures, which are normally delivered in-class, are assigned as homework in the form of videos, and assignments that were traditionally assigned as homework, are done as learning activities in class. It was hypothesized that the effectiveness of the flipped model hinges on a student’s desire and ability to adopt a self-directed learning style. The purpose of this study was twofold; it aimed at examining the relationship between two variables—students’ perceptions of the flipped model and their self-regulated learning (SRL) behaviors—and the impact that these variables have on achievement in a flipped class. For the study, 76 participants from a flipped introductory biology course were asked about their SRL strategy use and perceptions of the flipped model. SRL strategy use was measured using a modified version of the Motivated Strategies for Learning Questionnaire (MSLQ; Wolters et al. 2005), while the flipped perceptions survey was newly derived. Student letter grades were collected as a measure of achievement. Through regression analysis, it was found that students’ perceptions of the flipped model positively predict students’ use of several types of SRL strategies. However, the data did not indicate a relationship between student perceptions and achievement, neither directly nor indirectly, through SRL strategy use. Results suggest that flipped classrooms demonstrate their successes in the active learning sessions through constructivist teaching methods. Video lectures hold an important role in flipped classes, however, students may need to practice SRL skills to become more self-directed and effectively learn from them.