Supporting Learning Analytics Adoption: Evaluating the Learning Analytics Capability Model in a Real-World Setting
نویسندگان
چکیده
Although learning analytics benefit learning, its uptake by higher educational institutions remains low. Adopting is a complex undertaking, and lack insight into how to build organizational capabilities successfully adopt at scale. This paper describes the ex-post evaluation of capability model for via mixed-method approach. The intends help practitioners such as program managers, policymakers, senior management providing them comprehensive overview necessary their operationalization. Qualitative data were collected during pluralistic walk-throughs with 26 participants five group discussion seven experts. Quantitative about model’s perceived usefulness ease-of-use was survey (n = 23). study’s outcomes show that helps plan adoption institutions. study also shows applicability method Design Science Research artefacts.
منابع مشابه
Learning Analytics
Computer Science educators are faced with the tradeo between the amount of time available and giving students individual attention. In many classrooms, particularly in the K-12 grades, it is not possible for a single instructor to give as full of feedback to every student in an entire classroom as they would if they were teaching in a one-on-one setting. We hope to develop tools to automaticall...
متن کاملLearning Analytics: A Survey
Learning analytics is a research topic that is gaining increasing popularity in recent time. It analyzes the learning data available in order to make aware or improvise the process itself and/or the outcome such as student performance. In this survey paper, we look at the recent research work that has been conducted around learning analytics, framework and integrated models, and application of ...
متن کاملA Reference Model for Learning Analytics
Recently, there is an increasing interest in learning analytics in Technology Enhanced Learning (TEL). Generally, learning analytics deals with the development of methods that harness educational data sets to support the learning process. Learning analytics (LA) is a multi-disciplinary field involving machine learning, artificial intelligence, information retrieval, statistics, and visualizatio...
متن کاملLearning Analytics for Smart Learning
Although several qualitative analyses appeared in the domain of Learning Analytics (LA), a systematic quantitative analysis of the effects of the empirical research findings toward the development of more reliable Smart Learning Environments (SLE) is still missing. This chapter aims at preserving and enhancing the chronicles of recent LA developments as well as covering the Z. Papamitsiou (*) •...
متن کاملScaling up learning analytics
The promise of learning analytics is that they will enable us to understand and optimize learning and the environments in which it takes place. The intention is to develop models, algorithms, and processes that can be widely used. In order to do this, we need to move from smallscale research within our disciplines towards large-scale implementation across our institutions. This is a tough chall...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Applied sciences
سال: 2023
ISSN: ['2076-3417']
DOI: https://doi.org/10.3390/app13053236