The Open Learning Analytics Platform - OpenLAP
Open Learning Analytics
The aim of Open Learning Analytics (OLA) is to improve learning efficiency and effectiveness in lifelong learning environments. In order to understand learning and improve the learning experience and teaching practice in today's networked and increasingly complex learning environments, there is a need to scale Learning Analytics (LA) up which requires a shift from closed LA tools and systems to LA ecosystems and platforms where everyone can contribute and benefit. OLA refers to an ongoing analytics process that encompasses openness at all four dimensions of the LA reference model.
The aim of Open Learning Analytics (OLA) is to improve learning efficiency and effectiveness in lifelong learning environments. In order to understand learning and improve the learning experience and teaching practice in today's networked and increasingly complex learning environments, there is a need to scale Learning Analytics (LA) up which requires a shift from closed LA tools and systems to LA ecosystems and platforms where everyone can contribute and benefit. OLA refers to an ongoing analytics process that encompasses openness at all four dimensions of the LA reference model.
- What?: It accommodates the considerable variety in learning data and contexts. This includes data coming from traditional education settings (e.g. LMS) and from more open-ended and less formal learning settings (e.g. PLEs, MOOCs).
- Who?: It serves different stakeholders with very diverse interests and needs.
- Why?: It meets different objectives according to the particular point of view of the different stakeholders.
- How?: It leverages a plethora of statistical, visual, and computational tools, methods, and methodologies to manage large datasets and process them into metrics which can be used to understand and optimize learning and the environments in which it occurs.
The Open Learning Analytics Platform (OpenLAP)
![](data:image/png;base64,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)
The Open Learning Analytics Framework (OpenLAP)
The Open Learning Analytics Platform (OpenLAP) provides a theoretically sound conceptual framework for open learning analytics along with a mature reference implementation.
OpenLAP encompasses different stakeholders associated through a common interest in LA but with diverse needs and objectives, a wide range of data coming from various learning environments and contexts, as well as multiple infrastructures and methods that enable to draw value from data in order to gain insight into learning processes.
OpenLAP follows a user-centric approach to engage end users in a flexible definition and dynamic generation of indicators. To meet the requirements of diverse stakeholders, OpenLAP provides a modular and extensible architecture that allows the easy integration of new analytics modules, analytics methods, and visualization techniques.
More information about OpenLAP is available in this recent publication and on the project Website (with use cases, detailed architecture, souce code, documentation, related publications etc.)
Citation:
Chatti, M. A., Muslim, A., & Schroeder, U. (2017). Toward an Open Learning Analytics Ecosystem. In Big Data and Learning Analytics in Higher Education (pp. 195-219). Springer International Publishing.
The Open Learning Analytics Framework (OpenLAP)
OpenLAP Architecture
The Open Learning Analytics Platform (OpenLAP) provides a theoretically sound conceptual framework for open learning analytics along with a mature reference implementation.
OpenLAP encompasses different stakeholders associated through a common interest in LA but with diverse needs and objectives, a wide range of data coming from various learning environments and contexts, as well as multiple infrastructures and methods that enable to draw value from data in order to gain insight into learning processes.
OpenLAP follows a user-centric approach to engage end users in a flexible definition and dynamic generation of indicators. To meet the requirements of diverse stakeholders, OpenLAP provides a modular and extensible architecture that allows the easy integration of new analytics modules, analytics methods, and visualization techniques.
More information about OpenLAP is available in this recent publication and on the project Website (with use cases, detailed architecture, souce code, documentation, related publications etc.)
Citation:
Chatti, M. A., Muslim, A., & Schroeder, U. (2017). Toward an Open Learning Analytics Ecosystem. In Big Data and Learning Analytics in Higher Education (pp. 195-219). Springer International Publishing.
No comments:
Post a Comment