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A few seconds of loading time can push online learners off track

A few seconds of loading time can push online learners off track

phys.org 25.10.2026 16:20 12 views
An online lesson takes an extra second to load. The wait may seem trivial, but in a study examining large learning platforms, these brief pauses were linked to unfinished assignments, lower scores and less time spent on

This article has been reviewed according to Science X's editorial process and policies. Editors have highlighted the following attributes while ensuring the content's credibility: An online lesson takes an extra second to load. The wait may seem trivial, but in a study examining large learning platforms, these brief pauses were linked to unfinished assignments, lower scores and less time spent on the site.

The findings suggest that the digital divide extends beyond whether students can get online. As the researchers put it, "Having a connection is not the same as having a fast connection." Asaf Mazar of the University of Pennsylvania and colleagues examined school mathematics and self-directed coding lessons for their study in Nature Human Behaviour. They also tested whether deliberately adding short waits could discourage people from finishing a reading task.

The first data set covered nearly 229,000 assignment attempts by 26,707 students using ASSISTments, an online mathematics platform, used in hundreds of U.S. schools. The students rarely sat through lengthy loading screens: 94% of recorded loads lasted less than three seconds, but even within that short window, longer waits were associated with worse outcomes. In the main analysis, each additional second of loading time was associated with a 1.1-percentage-point reduction in assignment completion and a 0.7-point drop in scores on a 100-point scale.

Students also needed more separate sessions to finish their work. There was a clue to what might be happening. After a longer load, students were more likely to leave the assignment untouched for at least another 10 seconds—a possible sign that their attention had moved elsewhere.

To isolate the causal effect of the delays, the researchers compared each student's faster and slower loading experiences, while accounting for factors including the assignment and time of day. This helped separate the delays from stable differences between students, although changing circumstances could still influence the results. The second study reported in the same paper examined freeCodeCamp's Spanish-language site, where learners complete coding projects through a series of short lessons.

Most users were in Latin America, and the main analyses covered more than 55,000 user IDs. An additional second of loading time was associated with a 4.6-percentage-point reduction in the likelihood of keeping the learning tab in focus for more than a minute. That measure tracked which window was active, rather than directly measuring attention or comprehension.

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