The goal of learning analytics is to optimize learning and the environments in which it occurs. Since 2011, when learning analytics was defined as a separate and distinct area of academic inquiry, the literature has identified a need for research that presents evidence of effective learning analytics, as well as, learning analytics research that is conducted in conjunction with learning theory. This study uses Efklides' metacognitive and affective model of self-regulated learning (MASRL) to define cognitive, metacognitive, and affective variables that can explain students' learning outcomes in hybrid/online sections of Calculus I in the 2020-21 academic year. Cognitive variables were measured according to the cognitive operational framework for analytics (COPA). Metacognitive variables were defined according to the ways in which students interacted with the course content in the learning management system (LMS) and supplemental instruction, and affective variables were measured by ways students gave evidence of their affective states, such as in discussion board posts. All variables were compared across the course learning design, activities, and outcomes. Binary logistic regression revealed five significant variables: two cognitive, one metacognitive, and two affective. Thus, this study provided a learning analytics, evidence-based link between self-regulated learning theory and learning design, activities, and outcomes. In addition, implications for students, instructors, and learning theory were explored, as well as, the qualifications of this study as evidence of effective learning analytics.

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Certaines difficultés entourant la planification, l’organisation des informations ainsi que la gestion des ressources humaines ou matérielles seraient fréquemment observées chez les élèves qui ont de faibles résultats scolaires (Anderson et al., 2008). Toutefois, l’enseignement et la mise en pratique de stratégies cognitives et de stratégies d’autorégulation permettraient aux élèves de développer des habiletés leur permettant de mieux réussir à l’école (Anderson et al., 2008; Malmberg et al., 2013). Dans les écoles alternatives québécoises, la pédagogie par projet est vécue par tous les élèves (RÉPAQ, 2019). Le projet est une occasion privilégiée pour l’enseignant de mettre en place des moyens personnalisés pour que les élèves développent des stratégies afin de surmonter leurs difficultés. Sachant que certains élèves peuvent avoir de la difficulté à déployer des stratégies qui leur permettent d’autoréguler leur apprentissage, (Butler et Cartier, 2018; Cartier et Butler, 2016) la question qui guide la présente recherche est la suivante : Comment un élève ayant des difficultés entourant l’organisation et la gestion des ressources autorégule-t-il son apprentissage dans un projet tel que mis de l’avant dans une école publique alternative au Québec ? Pour notre étude de cas de type qualitatif, nous avons suivi une élève de neuf ans pendant qu’elle travaillait à un projet d’écriture dans une école alternative au Québec. Nous avons réalisé trois entretiens avec cette élève et avons aussi rencontré son enseignante et l’orthopédagogue qui mettent en place des moyens d’intervention et d’enseignement de l’écriture qui permettent à leur élève de progresser dans son projet. Afin de compléter notre analyse, nous avons consulté les documents de travail de l’élève et nous avons aussi analysé l’autoévaluation de son projet. Les résultats qui découlent de cette étude nous permettent de décrire comment l’élève arrive à atteindre ses objectifs pour son projet d’écriture en recevant du support et en utilisant des moyens mis en place pour elle en plus des outils qui sont à sa disposition. Nous expliquons comment l’élève qui a des difficultés à autoréguler des tâches et des ressources travaille pour surmonter les défis qu’elle rencontre pendant son projet d’écriture afin de satisfaire aux attentes de son enseignante qui souhaite la faire progresser dans sa compétence à écrire. / Difficulties in planning, organizing information, and managing human and material resources are frequently observed in students with low academic achievement (Anderson, Munk, Young, Conley, & Caldarella, 2008). Teaching and practicing cognitive and self-regulation strategies would enable students to develop skills that would allow them to do better in school (Anderson et al., 2008; Malmberg, Järvenoja, & Järvelä, 2013a). In Quebec alternative schools, project-based pedagogy is experienced by all students (RÉPAQ, 2019). The project is a privileged opportunity for the teacher to implement personalized means for students to develop strategies to overcome their difficulties. Knowing that some students may have difficulty deploying strategies that allow them to self-regulate their learning, (Butler & Cartier, 2018; Cartier & Butler, 2016) the question that guides this research is: How does a student with difficulties surrounding the organization and management of resources self-regulate his or her learning in a project as implemented in an alternative public school in Quebec? For our qualitative case study, we followed a nine-year-old student as she worked on a writing project in an alternative school in Quebec. We conducted three interviews with this student and also met with her teacher and the specialized teacher who are implementing writing interventions and instruction that enable their student to progress on her project. In order to complete our analysis, we also consulted the student's work documents and analyzed the self-evaluation of his project. The results of this study allow us to describe how the student achieves her goals for her writing project by receiving support and using the resources set up for her. We explain how the student who has difficulty self-regulating tasks and resources works to overcome the challenges she encounters during her writing project in order to meet the expectations of her teacher who wants to improve her writing skills.

Accelerated social change emphasises knowledge and innovation, creating a need for learners to excel at learning and thinking. The study’s purpose was to replicate previous cognitive research findings, which emphasise the positive influence of learning strategies on learners’ self-efficacy and academic achievement and to verify the validity of training learners in learning strategy-use to promote learner-autonomy and accountability. The research targeted a selected primary school in a Black township in Gauteng Province using quasi-experimental and qualitative methods. The sample comprised 152 4th - 7th graders assigned by quota system to the treatment group and the control group. Learners participated in pre-tests and post-tests for learning strategies, self-efficacy and academic achievement. Only the experimental groups received strategy instruction before the post-test. The experimental group’s improved performance compared to the control group’s lower performance suggests the effectiveness of strategy-training. Subsequent learner reports of improved self-efficacy beliefs and academic achievement confirm strategy-effect on these variables. / Psychology of Education / M. Ed. (Educational Psychology)

High school students need to be equipped with the competencies that may enable them to adapt to the increasing demands of learning in the school and beyond. To this end, the main research question of this study was, namely How can the self-regulated learning of adolescents be developed at high school? The aim of the study was to design, implement and evaluate a study skills programme for high school students. The social-cognitive theory, in particular the self-regulated Learning (SRL) theory, was used as the conceptual framework on which this study was based. An explanatory, sequential, mixed-methods research design was implemented. Purposeful sampling was used to select the participants in the three phases of the research project. Two classes of Grade 10-students (an experimental and a comparison group) from one school participated in the study, as follows: (i) in the first quantitative phase both classes wrote a pre-test, using the Learning and Strategies Inventory - High School Version (LASSI-HS); (ii) this was followed by a qualitative phase over 10 weeks. During this time a programme was implemented with the experimental group, once per week for 30 minutes (during school hours), and a 30 minute session in the afternoons. Individual work was also done with eight students, who were purposefully sampled. Between one and four sessions were held with each of the eight students. During the 10 weeks data were collected continuously by means of individual interviews with the eight students, as well as from their journals. In addition, the researcher collected data by means of field-notes. (iii) After the 10 weeks, the final quantitative phase involved both the experimental and the comparison groups in the writing of a post-test. The results indicated that the programme to enhance the students’ goal-setting, self-monitoring and self-evaluation strategies was successful. The students also indicated an improvement in their attitudes, motivation, information-processing, and in selecting the main ideas in their study material. However, shortcomings were noted in certain areas. Based on the literature and the empirical findings of the study, an improved programme for the development of the adolescents’ SRL in high school was designed. The programme recommended the early commencement of the programme, and that the two problem areas that were identified, namely time-management and motivational strategies be emphasised. / Psychology of Education / D. Ed. (Psychology of Education)

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There are mounting concerns to ensure that children are prepared for the literacy demands of the 21st century. Reading inability at 9 years of age portends a lifetime of illiteracy for the majority of struggling readers. Given the greater weight placed on expository text from the junior grades onwards, children with reading disabilities become increasingly constrained by their reading deficits, putting them at risk of falling ever further behind their normally achieving peers. This ethnographic study, extending over an 8 month period and finishing on the last day of the school year, targeted older poor readers at the junior level. Less is known about their reading deficits, relative to younger struggling readers. Therefore, the first of three principal objectives aimed to extend understanding of the processes whereby older poor readers interact with expository text by providing a qualitative finer-grained assessment of their particular difficulties than presently exists. The second objective was focused on developing and implementing a cohesive program of research-based interventions that targeted critical requirements of successful interactions with expository text, including the ability to summarize, locate information, and attend to text structure. The third objective involved establishing and describing a collaborative, intensive research partnership with two classroom teachers at the junior level to implement and evaluate research-grounded interventions for their students with reading difficulties, working within the context of the regular classroom. The dual researcher role, as collaborator with the teachers and instigator of the intervention program, shaped a reconfigured model of special education, responsive to a diverse range of student needs and abilities, and situated within a content-rich, challenging curriculum. Parallel lessons afforded the opportunity to tier instruction with increasing intensity for the children with the highest needs. Results showed the critical importance of aggressively promoting self-efficacy, self-regulation, and metacognitve awareness for older struggling readers. As these children’s strategic repertoire increased, so, too, did their comprehension and comprehension-monitoring. Differentiated instruction that was tiered, flexible, and responsive supported social inclusion and social collaboration. Social context and authentic content became interwoven and instrumental in engaging the children, maintaining their motivation and sustaining their commitment to read to learn. / Thesis (Ph.D, Education) -- Queen's University, 2010-01-27 15:10:03.202

Accelerated social change emphasises knowledge and innovation, creating a need for learners to excel at learning and thinking. The study’s purpose was to replicate previous cognitive research findings, which emphasise the positive influence of learning strategies on learners’ self-efficacy and academic achievement and to verify the validity of training learners in learning strategy-use to promote learner-autonomy and accountability. The research targeted a selected primary school in a Black township in Gauteng Province using quasi-experimental and qualitative methods. The sample comprised 152 4th - 7th graders assigned by quota system to the treatment group and the control group. Learners participated in pre-tests and post-tests for learning strategies, self-efficacy and academic achievement. Only the experimental groups received strategy instruction before the post-test. The experimental group’s improved performance compared to the control group’s lower performance suggests the effectiveness of strategy-training. Subsequent learner reports of improved self-efficacy beliefs and academic achievement confirm strategy-effect on these variables. / Psychology of Education / M. Ed. (Educational Psychology)

High school students need to be equipped with the competencies that may enable them to adapt to the increasing demands of learning in the school and beyond. To this end, the main research question of this study was, namely How can the self-regulated learning of adolescents be developed at high school? The aim of the study was to design, implement and evaluate a study skills programme for high school students. The social-cognitive theory, in particular the self-regulated Learning (SRL) theory, was used as the conceptual framework on which this study was based. An explanatory, sequential, mixed-methods research design was implemented. Purposeful sampling was used to select the participants in the three phases of the research project. Two classes of Grade 10-students (an experimental and a comparison group) from one school participated in the study, as follows: (i) in the first quantitative phase both classes wrote a pre-test, using the Learning and Strategies Inventory - High School Version (LASSI-HS); (ii) this was followed by a qualitative phase over 10 weeks. During this time a programme was implemented with the experimental group, once per week for 30 minutes (during school hours), and a 30 minute session in the afternoons. Individual work was also done with eight students, who were purposefully sampled. Between one and four sessions were held with each of the eight students. During the 10 weeks data were collected continuously by means of individual interviews with the eight students, as well as from their journals. In addition, the researcher collected data by means of field-notes. (iii) After the 10 weeks, the final quantitative phase involved both the experimental and the comparison groups in the writing of a post-test. The results indicated that the programme to enhance the students’ goal-setting, self-monitoring and self-evaluation strategies was successful. The students also indicated an improvement in their attitudes, motivation, information-processing, and in selecting the main ideas in their study material. However, shortcomings were noted in certain areas. Based on the literature and the empirical findings of the study, an improved programme for the development of the adolescents’ SRL in high school was designed. The programme recommended the early commencement of the programme, and that the two problem areas that were identified, namely time-management and motivational strategies be emphasised. / Psychology of Education / D. Ed. (Psychology of Education)