All the talk about learning management systems (LMS) around the office lately reminded me of a dataset a couple of colleagues and I put together last year. Dr. Florence Martin, Dr. Yuyan Su, and I undertook the task of validating an instrument to measure LMS self-efficacy.

Bandura (1997) defined self-efficacy as beliefs in one’s abilities to carry out a desired course of action. I’ll spare you the details of orthogonal exploratory and confirmatory factor analyses.

One of the many variables we decided to examine was whether student LMS self-efficacy was a predictor of course performance. After all, is not learning the primary motivation for using a learning management system?

Reported self-efficacy was generally low. However, students enrolled in hybrid courses reported significantly lower self-efficacy than students in face-to-face or fully online courses. In addition, for students enrolled in hybrid courses, we found a significant positive correlation of LMS self-efficacy with course performance.

It is perplexing that a significant positive correlation occurred only for the hybrid learners. One would think that the use of the LMS as a supplement to face-to-face instruction would require less confidence with the system than in a course in which all content is delivered though the LMS.

Hybrid learners often had the option to enroll in a fully online version of the course but self-selected into the hybrid version. Is this due in part to their lower self-efficacy with the LMS? Or does it mean there is a baseline competence with LMS use required for success, but once that level is perceived to be reached, greater self-efficacy with the system is not required?

Finally, the only instrument category that did not yield a significant difference between modes of delivery was “Accessing Information.” This section included items like logging in to the LMS, navigating a course site, accessing text-based class materials and grades, etc. This was also the highest rated category for self-efficacy. We hypothesize that this finding is an indication of the predominant use of a LMS throughout each student’s experience. As suggested by Bandura (1997), the formation of self-efficacy beliefs is based primarily on reflection on and interpretation of past performance.

In my pervious post, I referenced the Raslton-Berg & Nath (2009) report that says students are uninterested in the bells and whistles in online courses. But consider further the abundance of media-comparison “studies” and no-significant-difference studies that essentially nullify each other.

Is it possible that students actually do like the bells and whistles but lack the confidence to learn from them?

What a pickle.

References

Bandura, A. (1997). Self-efficacy: The exercise of control. New York: Freeman.

Ralston-Berg, P. & Nath, L. (2009). What Makes a Quality Online Course? The Student Perspective. Paper presented at Annual Conference on Distance Teaching and Learning, Madison, WI.