Sources for Learning Analytics
Learning analytics is the measurement, collection, analysis and reporting of data about learners and their contexts, for purposes of understanding and optimising learning and the environments in which it occurs.
Wiki – Ilan Chamovitz – Learning Analytics http://api.adm.br/wiki1/index.php?title=Learning_Analytics
The process of Learning Analytics below was retrieved from George Siemens’s Elearnspace web page: http://www.elearnspace.org/blog/2010/08/25/what-are-learning-analytics/, from the end of 2010.
1st International Conference Learning Analytics & Knowledge will be held February 27-March 1, 2011
LAK 2011 – https://tekri.athabascau.ca/analytics/call-papers
What had Lak 2011 covered: (retrieved from the website)
Learning analytics is the measurement, collection, analysis and reporting of data about learners and their contexts, for purposes of understanding and optimising learning and the environments in which it occurs.
Conference organizers are seeking submissions of Ideas and Innovations papers addressing the following topics:
Technical:
Software development and use in analytics The role of knowledge representation and ontologies in learning analytics The semantic web and linked data: meaning in connections Data mining in learning analytics Artificial intelligence in learning analytics Internet of things (sensors) and learning applications "Big Data" applications and opportunities in learning and education Latent semantic analysis/natural language processing Attention metadata Architecture of learning environments and implications to learning analytics Software needed to advance learning analytics as a field
Application:
Visualization: data, learner networks, conceptual knowledge Predictive applications of data Interventions based on analytics Social and technical systems to manage information abundance Personalization and adaptivity in the learning process Corporate and higher education case studies of learning analytics Learning analytics for intelligent tutoring systems Open data: data access for learners Harmonizing individual learning with organizational learning Importing insights for existing analytics Use of learning analytics in centralized (learning management systems) and decentralized (personal learning environments) settings
Conceptual & Pedagogical:
The relationship between learning analytics and existing theories and approaches (such as pedagogical models and learning sciences) Social network analysis Cognitive modelling Harnessing the power of context and location aware systems Informal learning: integrating learning and knowledge systems Privacy & ethics in learning analytics The influence of analytics on designing for learning The influence of analytics on delivery and support of learning
In Portuguese
2011 – Design Instrucional e seu acompanhamento em tempo de execução utilizando Rede de Atividades Isabel Dillmann Nunes, Ulrich Schiel. http://br-ie.org/pub/index.php/sbie/article/view/1632/1397
2014 – Minerando Dados Educacionais com foco na evasão escolar: oportunidades, desafios e necessidades Sandro José Rigo, Wagner Cambruzzi, Jorge L. V. Barbosa, Sílvio C. Cazella http://ceie-sbc.educacao.ws/pub/index.php/rbie/article/view/2423