학술논문

MMALA: Developing and Evaluating a Maturity Model for Adopting Learning Analytics
Document Type
Journal Articles
Reports - Research
Author
Elyda Freitas (ORCID 0000-0001-7439-9040); Fernando Fonseca (ORCID 0000-0001-5303-6937); Vinicius Cardoso Garcia (ORCID 0000-0001-6904-7470); Taciana Pontual Falcao (ORCID 0000-0003-2775-4913); Elaine Marques (ORCID 0000-0002-5991-1672); Dragan Gaševic (ORCID 0000-0001-9265-1908); Rafael Ferreira Mello (ORCID 0000-0003-3548-9670)
Source
Journal of Learning Analytics. 2024 11(1):67-86.
Subject
Brazil
Language
English
ISSN
1929-7750
Abstract
Learning analytics (LA) adoption is a challenging task for higher education institutions (HEIs) since it involves different aspects of the academic environment, such as information technology infrastructure, human resource management, ethics, and pedagogical issues. Therefore, it is necessary to provide institutions with supporting instruments to deal with these challenges. Although there has been much research on factors that are associated with the adoption of LA in HEIs, there has been much less research on specific models that can be used to guide actual adoption. In this sense, we developed MMALA, a Maturity Model for Adopting Learning Analytics. It is a guide that describes the necessary practices for taking the first steps in this area and enables institutions to reach higher levels of maturity in LA use, culminating in an organized and systematic adoption. In this paper, we describe the development process of MMALA, focusing on the model evaluation, which used both the questionnaire and the expert opinion method. MMALA can also give institutions an overview of their current situation regarding LA adoption. In this sense, we present the results of the maturity evaluation of three Brazilian HEIs using MMALA.