scholarly journals Diari di apprendimento e learning analytics, strumenti integrabili per capire i processi di studio? Giudizi di difficoltà e tracciamento delle attività online

2021 ◽  
Vol 16 (1) ◽  
Author(s):  
Riccardo Fattorini ◽  
Gisella Paoletti
Keyword(s):  
Learning Analytics ◽  
E Learning

scholarly journals Prediction of Learner’s Performance in Adaptive E-Learning System using Learning Analytics

2021 ◽  
Vol 1049 (1) ◽  
pp. 012006
Author(s):  
Soni Sweta ◽  
Shalini Mahato ◽  
Laxmi Kumari Pathak
Keyword(s):  
Learning Analytics ◽  
Learning System ◽  
E Learning

scholarly journals Detecting Drowsy Learners at the Wheel of e-Learning Platforms with Multimodal Learning Analytics

IEEE Access ◽  
2021 ◽  
pp. 1-1
Author(s):  
Ryosuke Kawamura ◽  
Shizuka Shirai ◽  
Noriko Takemura ◽  
Mehrasa Alizadeh ◽  
Mutlu Cukurova ◽  
...  
Keyword(s):  
Learning Analytics ◽  
Multimodal Learning ◽  
E Learning ◽  
Learning Platforms ◽  
Multimodal Learning Analytics

scholarly journals Mineração de Dados Educacionais e Learning Analytics no contexto educacional brasileiro: um mapeamento sistemático

2021 ◽  
Vol 23 (3 Set/Dez) ◽  
Author(s):  
Aline De Campos ◽  
Cristiano Galafassi ◽  
Ederson Bastiani ◽  
Fabio Josende Paz ◽  
Raphael Leite Campos ◽  
...  
Keyword(s):  
Learning Analytics ◽  
E Learning

A partir de um mapeamento sistemático buscou-se verificar as contribuições de Learning Analytics e Mineração de Dados Educacionais no contexto educacional brasileiro. Optou-se por fontes de busca em três revistas na área de Informática na Educação e Anais de dois eventos de relevância nacional onde foram verificados 136 artigos entre janeiro de 2008 e março de 2020. Após a aplicação dos critérios de exclusão e de qualidade foram selecionados 71 artigos. Os resultados apresentam a maior ocorrência de projetos com finalidade de analisar desempenho acadêmico e prevenção de evasão escolar, embora nos últimos anos os assuntos estejam apresentando diversificação temática. Grande parte são voltados ao Ensino Superior e na modalidade de Educação a Distância. Há variedade de tecnologias e recursos utilizados no desenvolvimento de soluções em LA ressaltando o uso de Linguagem R, MySQL e a ferramenta Weka.

scholarly journals Leipzig’s Social Hypertext Reader SHRIMP and the “Introduction to American Studies”

2020 ◽  
Author(s):  
Sebastian M. Herrmann
Keyword(s):  
Learning Outcomes ◽  
Learning Analytics ◽  
American Studies ◽  
Learning Experience ◽  
Medium Of Instruction ◽  
Age Changes ◽  
Learning Platform ◽  
Bachelor Of Arts ◽  
Main Medium ◽  
E Learning

This article describes the ideas behind and the experiences with the experimental e-learning platform SHRIMP. Developed and deployed at American Studies Leipzig, the platform is used for the introductory Literature and Culture I seminar in the American Studies Bachelor of Arts program, and it serves as the main medium of instruction for around 80 students per year. It breaks up the linear form of the original seminar reader and instead offers students a hypertext of interconnected, short segments, enriched with social media and gamification elements, as well as a learning analytics component that invites students to take control of their own study and learning experience. It is driven by a dual assumption about digitization: that the digital age changes how students interact with text, and that digital textuality offers rich affordances beyond linear reading. Both can be harnessed to improve learning outcomes.

Learning Analytics - Need of Centralized Portal for Access to E-Learning Resources

2019 ◽  
Author(s):  
Valentina Terzieva ◽  
Elena Paunova-Hubenova ◽  
Katia Todorova ◽  
Petia Kademova-Katzarova
Keyword(s):  
Learning Analytics ◽  
Learning Resources ◽  
E Learning

Modeling Students' Performances in Activity-Based E-Learning From a Learning Analytics Perspective

2020 ◽  
Vol 18 (4) ◽  
pp. 71-93 ◽  
Author(s):  
Yousra Banoor Rajabalee ◽  
Mohammad Issack Santally ◽  
Frank Rennie
Keyword(s):  
Learning Analytics ◽  
Predictive Analytics ◽  
Learning Activities ◽  
Learning Assessment ◽  
Learning Activity ◽  
Learning Design ◽  
Continuous Assessment ◽  
Online Module ◽  
E Learning ◽  
Teaching Interventions

This paper reports the findings of a research using marks of students in learning activities of an online module to build a predictive model of performance for the final assessment of the module. The objectives were (1) to compare the performances of students of two cohorts in terms of continuous learning assessment marks and final learning activity marks and (2) to model their final performances from their learning activities forming the continuous assessment using predictive analytics and regression analysis. The findings of this study combined with other findings as reported in the literature demonstrate that the learning design is an important factor to consider with respect to application of learning analytics to improve teaching interventions and students' experiences. Furthermore, to maximise the efficiency of learning analytics in eLearning environments, there is a need to review the way offline activities are to be pedagogically conceived so as to ensure that the engagement of the learner throughout the duration of the activity is effectively monitored.

scholarly journals Using Learning Analytics to Evaluate Course Design and Student Behavior in an Online Wine Business Course

2019 ◽  
Vol 27 (4) ◽  
Author(s):  
Kerry Wilkinson ◽  
Imogen McNamara ◽  
David Wilson ◽  
Karina Riggs
Keyword(s):  
Learning Analytics ◽  
Course Design ◽  
Learning Resources ◽  
Online Delivery ◽  
Face To Face ◽  
Video Lectures ◽  
Audio Recordings ◽  
Business Course ◽  
E Learning ◽  
The Impact

This case study describes the use of learning analytics to evaluate the transition of a postgraduate wine business course from face-to-face to online delivery using e-learning course design principles. Traditionally, Foundations of Wine Science lectures were delivered face-to-face, however the decision to transition the course from semester to trimester format presented an opportunity for online delivery of lectures. This was initially achieved through audio recordings, then video lectures, supported by a range of digital learning resources intended to engage, support and enhance student learning and the student experience. Descriptive analysis of learning analytics, comprising assessment results, student evaluations of learning and teaching, and data sourced from the Learning Management System, was performed to evaluate the impact of online delivery of course content on student performance, satisfaction and engagement. The use of audio lecture recordings negatively impacted students’ perception of the overall quality of the course (including course organisation, learning strategies and learning resources). The subsequent implementation of e-learning designed video lectures was considered superior to audio recordings, albeit final grades were not significantly different between the delivery modes. However, student engagement was equal to, or better than face-to-face delivery, when content was designed specifically for an e-learning environment.

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