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Online engagement mediates attendance and grades

In a technology-enhanced education course, LMS engagement and formative assessment scores fully mediated the link between lecture attendance and final performance.

Source

Online engagement and performance on formative assessments mediate the relationship between attendance and course performance

Lu C, Cutumisu M · International journal of educational technology in higher education · 2022

doi.org/10.1186/s41239-021-00307-5Read the full paper ↗7 citationscc by

What they did

Researchers analyzed LMS log data, lecture attendance, twelve formative quizzes, and final scores from undergraduate education students in a TEL-based assessment course, then tested mediation models with structural equation modeling.

What they found

Attendance correlated with final scores in a baseline model, but when online engagement and formative assessment performance were included they fully mediated that relationship; the direct attendance path was no longer a positive predictor of course performance.

The limits

What it doesn't show

Findings come from one convenience-sampled education course and cannot prove that requiring attendance causes better grades, nor that the same mediation holds in non-TEL lecture courses.

Key terms

Formative assessment
Low-stakes quizzes used during the term to monitor learning rather than solely assign a final grade.
Online learning engagement
LMS activity such as accessing files, forums, URLs, and assignment areas.
Technology-enhanced learning (TEL)
Courses that combine class sessions with substantial digital resources and online activities.
Mediation
A statistical pattern where an intermediate variable accounts for the association between a predictor and an outcome.
Learning analytics
Use of digital trace data from learning systems to study engagement and performance.
Structural equation modeling (SEM)
A multivariate method for testing hypothesized relationships among observed and latent variables.

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What was the study’s main analytic claim?

Common questions

Did attendance still directly predict final grades once online activity was included?

No—the mediation model indicated full mediation by online engagement and formative assessment performance.

What data sources did they use?

In-class attendance records, LMS click logs, formative quiz scores, and course final scores.

Where were students most active online?

Accessing course materials (files) more than forums or other modules.

Who were the participants?

Undergraduate elementary/secondary education students in a mandatory educational assessment course (n = 367).

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