ERIC Number: EJ1154306
Record Type: Journal
Publication Date: 2017
Pages: 16
Abstractor: As Provided
ISBN: N/A
ISSN: ISSN-2472-5749
EISSN: N/A
An Instructor Learning Analytics Implementation Model
McKee, Holly
Online Learning, v21 n3 p87-102 2017
With the widespread use of learning analytics (LA) tools, there is a need to explore how these technologies can be used to enhance teaching and learning. Little research has been conducted on what human processes are necessary to facilitate meaningful adoption of LA. The research problem is that there is a lack of evidence-based guidance on how instructors can effectively implement LA to support students. The goal of the study was to develop and validate a model to guide instructors in the implementation of LA tools. Using design and development research methods, an implementation model was constructed and validated internally. Themes emerged falling into the categories of adoption and caution with six themes falling under adoption including: LA as evidence, reaching out, frequency, early identification/intervention, self-reflection, and align LA with pedagogical intent. Three themes emerged falling under the category of caution including: skepticism, fear of overdependence, and question of usefulness. The model should enhance instructors' use of LA by enabling them to better take advantage of available technologies to support teaching and learning in online and blended learning environments. Researchers can further validate the model by studying its usability (i.e., usefulness, effectiveness, efficiency, and learnability), as well as, how instructors' use of this model to implement LA in their courses affects retention, persistence, and performance.
Descriptors: Educational Research, Data Collection, Data Analysis, Program Implementation, Models, Adoption (Ideas), Information Systems, Educational Technology, Online Courses, Blended Learning, College Faculty, Evidence Based Practice, Qualitative Research, Validity, Focus Groups, Intervention, Needs Assessment, Usability, Surveys
Online Learning Consortium, Inc. P.O. Box 1238, Newburyport, MA 01950. Tel: 888-898-6209; Fax: 888-898-6209; e-mail: olj@onlinelearning-c.org; Web site: http://onlinelearningconsortium.org/read/online-learning-journal/
Publication Type: Journal Articles; Reports - Research
Education Level: Higher Education
Audience: N/A
Language: English
Sponsor: N/A
Authoring Institution: N/A
Identifiers - Location: Oklahoma
Grant or Contract Numbers: N/A