Computers and Education, Volume (62), Year (2013-3) , Pages (130-148)

Title : ( Factors influencing beliefs for adoption of a learning analytics tool: An empirical study )

Authors: Liaqat Ali , Mohsen Asadi , Dragan Gasevic , Jelana Jovanovic , Marek Hatala ,

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Abstract

Present research and development offer various learning analytics tools providing insights into different aspects of learning processes. Adoption of a specific tool for practice is based on how its learning analytics are perceived by educators to support their pedagogical and organizational goals. In this paper, we propose and empirically validate a Learning Analytics Acceptance Model -LAAM- of factors influencing the beliefs of educators concerning the adoption a learning analytics tool. In particular, our model explains how the usage beliefs -i.e., ease-of-use and usefulness perceptions- about the learning analytics of a tool are associated with the intention to adopt the tool. In our study, we considered several factors that could potentially affect the adoption beliefs: i- pedagogical knowledge and information design skills of educators; ii- educators\\\' perceived utility of a learning analytics tool; and iii- educators\\\' perceived ease-of-use of a learning analytics tool. By following the principles of Technology Acceptance Model, the study is done with a sample of educators who experimented with a LOCO-Analyst tool. Our study also determined specific analytics types that are primary antecedence of perceived usefulness -concept comprehension and social interaction- and ease-of-use -interactive visualization-.

Keywords

, quantitative evaluation; E, learning; Feedback; Learning analytics; LAAM; Ontologies
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@article{paperid:1074050,
author = {Liaqat Ali and Asadi, Mohsen and Dragan Gasevic and Jelana Jovanovic and Marek Hatala},
title = {Factors influencing beliefs for adoption of a learning analytics tool: An empirical study},
journal = {Computers and Education},
year = {2013},
volume = {62},
month = {March},
issn = {0360-1315},
pages = {130--148},
numpages = {18},
keywords = {quantitative evaluation; E-learning; Feedback; Learning analytics; LAAM; Ontologies},
}

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%0 Journal Article
%T Factors influencing beliefs for adoption of a learning analytics tool: An empirical study
%A Liaqat Ali
%A Asadi, Mohsen
%A Dragan Gasevic
%A Jelana Jovanovic
%A Marek Hatala
%J Computers and Education
%@ 0360-1315
%D 2013

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