scispace - formally typeset
Open AccessJournal Article

Numbers are not enough. Why e-learning analytics failed to inform an institutional strategic plan

Leah P. Macfadyen, +1 more
- 01 Jul 2012 - 
- Vol. 15, Iss: 3, pp 149-163
Reads0
Chats0
TLDR
It is argued that to have meaningful impact, learning analytics proponents must also delve into the socio-technical sphere to ensure that learning analytics data are presented to those involved in strategic institutional planning in ways that have the power to motivate organizational adoption and cultural change.
Abstract
Learning analytics offers higher education valuable insights that can inform strategic decision-making regarding resource allocation for educational excellence. Research demonstrates that learning management systems (LMSs) can increase student sense of community, support learning communities and enhance student engagement and success, and LMSs have therefore become core enterprise component in many universities. We were invited to undertake a current state analysis of enterprise LMS use in a large research-intensive university, to provide data to inform and guide an LMS review and strategic planning process. Using a new e-learning analytics platform, combined with data visualization and participant observation, we prepared a detailed snapshot of current LMS use patterns and trends and their relationship to student learning outcomes. This paper presents selected data from this "current state analysis" and comments on what it reveals about the comparative effectiveness of this institution's LMS integration in the service of learning and teaching. More critically, it discusses the reality that the institutional planning process was nonetheless dominated by technical concerns, and made little use of the intelligence revealed by the analytics process. To explain this phenomenon we consider theories of change management and resistance to innovation, and argue that to have meaningful impact, learning analytics proponents must also delve into the socio-technical sphere to ensure that learning analytics data are presented to those involved in strategic institutional planning in ways that have the power to motivate organizational adoption and cultural change.

read more

Citations
More filters
Journal ArticleDOI

Learning Analytics The Emergence of a Discipline

TL;DR: It is argued that LA has sufficiently developed, through conferences, journals, summer institutes, and research labs, to be considered an emerging research field.
Journal ArticleDOI

Let’s not forget: Learning analytics are about learning

TL;DR: The field of learning analytics is introduced and the lessons learned from well-known case studies in the research literature are outlined, including the critical topics that require immediate research attention for learning analytics to make a sustainable impact on the research and practice of learning and teaching.
Journal ArticleDOI

Learning analytics should not promote one size fits all: The effects of instructional conditions in predicting academic success

TL;DR: The results suggest that it is imperative for learning analytics research to account for the diverse ways technology is adopted and applied in course-specific contexts, and require consideration before the log-data can be merged to create a generalized model for predicting academic success.

Seven Principles for Good Practice in Undergraduate Education: Faculty Inventory. Institutional Inventory.

TL;DR: Chickering is a Distinguished Professor of Higher Education at Memphis State University and a Visiting Professor at George Mason University as mentioned in this paper, and Gamson is a sociologist who holds appointments at the John W. McCormack Institute of Public Affairs at the University of Massachusetts-Boston, and in the Center for the Study of Higher and Postsecondary Education at University of Michigan.
Journal ArticleDOI

Making the Most of College: Students Speak Their Minds

TL;DR: Rituals, Ceremonies, and Cultural Meaning in Higher Education as discussed by the authors is an important contribution to higher education and educational anthropology literature. But it is not part of the critical studies in education and culture series.
References
More filters
Book

Stress, appraisal, and coping

TL;DR: In this paper, the authors present a detailed theory of psychological stress, building on the concepts of cognitive appraisal and coping, which have become major themes of theory and investigation in psychology.
Journal ArticleDOI

Diffusion of innovations

TL;DR: Upon returning to the U.S., author Singhal’s Google search revealed the following: in January 2001, the impeachment trial against President Estrada was halted by senators who supported him and the government fell without a shot being fired.
Journal ArticleDOI

What matters in college? : four critical years revisited

TL;DR: In this article, the authors present a study of how students change and develop in college and how colleges can enhance that development based on more than 20,000 students, 25,000 faculty members, and 200 institutions.

Seven Principles for Good Practice in Undergraduate Education.

TL;DR: Chickering is a Distinguished Professor of Higher Education at Memphis State University and a Visiting Professor at George Mason University as mentioned in this paper, and Gamson is a sociologist who holds appointments at the John W. McCormack Institute of Public Affairs at the University of Massachusetts-Boston, and in the Center for the Study of Higher and Postsecondary Education at University of Michigan.
Related Papers (5)