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A Complete SMOCkery: Daily Online Testing Did Not Boost College Performance
1College of Education, The University of Texas at Arlington, 504 Hammond Hall, Arlington, TX 76019 USA.
A re-examination of a 2013 study on online learning found its claims of improved student performance and reduced achievement gaps were likely due to selection bias and differential attrition, not the online system itself.
Area of Science:
- Educational Technology
- Higher Education Research
- Academic Integrity
Background:
- A widely cited 2013 study by Pennebaker et al. reported significant student performance gains and reduced achievement gaps using a daily online testing system.
- This study led to substantial investment in university projects and the development of numerous synchronous massive online courses (SMOCs).
Purpose of the Study:
- To critically re-evaluate the data and methodology of the Pennebaker et al. (2013) study.
- To identify potential threats to internal validity that may have been overlooked in the original research.
- To provide a more accurate interpretation of the findings regarding online learning interventions.
Main Methods:
- Secondary data analysis of the Pennebaker et al. (2013) study dataset.
- Investigating potential confounding factors such as selection bias and differential attrition.
- Assessing the internal validity of the original study's conclusions.
Main Results:
- The reported improvements in student performance in concurrent courses can be fully attributed to selection bias.
- Reductions in achievement gaps are likely explained by differential attrition rates among student groups.
- The original study inadequately addressed critical threats to internal validity.
Conclusions:
- The claims of the Pennebaker et al. (2013) study regarding the efficacy of daily online testing are not supported by the data when controlling for methodological limitations.
- Findings suggest that the success of synchronous massive online courses (SMOCs) may be overestimated due to unaddressed biases.
- There is a critical need for rigorous scrutiny of research, particularly in open-access or pay-to-publish journals, to prevent the propagation of unsupported claims in educational technology.
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