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Brain-to-brain synchrony between students and teachers predicts learning outcomes

Ido DavidescoiD, Emma LaurentiD, Henry Valk, Tessa V. West, Suzanne DikkeriD, Catherine E MilneiD, David PoeppeliD

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Abstract

Little is known about the brain mechanisms that underpin how humans learn while interacting with one another in ecologically-valid environments (1-3). This is because cognitive neuroscientists typically measure one participant at a time in a highly constrained environment (e.g., inside a brain scanner). In the past few years, researchers have begun comparing brain responses across individuals (4-6) demonstrating that brain-to-brain synchrony can predict subsequent memory retention (7-9). Yet previous research has been constrained to non-interacting individuals. Surprisingly, the one study that was conducted in a group setting found that brain synchrony between students in a classroom predicted how engaged the students were, but not how much information they retained (10). This is unexpected because brain-to-brain synchrony is hypothesized to be driven, at least partially, by shared attention (11, 12), and shared attention has been shown to affect subsequent memory (13). Here we used EEG to simultaneously record brain activity from groups of four students and a teacher in a simulated classroom to investigate whether brain-to-brain synchrony, both between students and between the students and the teacher, can predict learning outcomes (Fig. 1A). We found that brain-to-brain synchrony in the Alpha band (8-12Hz) predicted students delayed memory retention. Further, moment-to-moment variation in alpha-band brain-to-brain synchrony discriminated between content that was retained or forgotten. Whereas student-to-student brain synchrony best predicted delayed memory retention at a zero time lag, student-to-teacher brain synchrony best predicted memory retention when adjusting for a [~]200 millisecond lag in the students brain activity relative to the teachers brain activity. These findings provide key new evidence for the importance of brain data collected simultaneously from groups of individuals in ecologically-valid settings.\n\nO_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=173 SRC=\"FIGDIR/small/644047v2_fig1.gif\" ALT=\"Figure 1\">\nView larger version (43K):\norg.highwire.dtl.DTLVardef@21b335org.highwire.dtl.DTLVardef@7c9823org.highwire.dtl.DTLVardef@1e84b1dorg.highwire.dtl.DTLVardef@19b6f55_HPS_FORMAT_FIGEXP M_FIG O_FLOATNOFigure 1.C_FLOATNO Experimental setup and timeline. (A) Four students and a teacher were concurrently measured with EEG during a science lesson; (B) The lesson comprised four mini-lectures, each followed by a post-test. Pre-test and delayed post-tests were administered one week prior to and one week following the EEG recording session.\n\nC_FIG HighlightsO_LIElectroencephalogram (EEG) was concurrently recorded in a simulated classroom from groups of four students and a teacher.\nC_LIO_LIAlpha-band (8-12Hz) brain-to-brain synchrony predicted students performance in a delayed post-test.\nC_LIO_LIMoment-to-moment variation in alpha-band brain-to-brain synchrony indicated what specific information was retained by students.\nC_LIO_LIWhereas student-to-student brain synchrony best predicted learning at a zero time lag, student-to-teacher brain synchrony best predicted learning when adjusting for a [~]200 millisecond lag in the students brain activity relative to the teachers brain activity.\nC_LI

Abstract summary

Claude Opus 5.5 · xhigh effort · 18 Oct 2026 · from the abstract

Simultaneous EEG from groups of four students and a teacher: alpha-band (8-12 Hz) inter-brain synchrony predicted delayed memory retention, student-teacher coupling best at a ~200 ms lag.

Inter-brain synchrony has mostly been linked to later memory in people who were not interacting, and the one classroom study cited found it tracked engagement rather than retention. Recording a teacher and four students at once during a lesson tests whether synchrony during genuine interaction predicts what students actually remember.

Key results

  1. SuggestedBrain-to-brain synchrony in the alpha band (8-12 Hz) predicted how much students retained on a delayed test taken a week after the lesson.

    Based on concurrent EEG from four students and a teacher during a four-mini-lecture science lesson, with a pre-test one week before and a delayed post-test one week after; the abstract gives no correlation, effect size or significance level. · Abstract

  2. SuggestedAlpha synchrony varying moment to moment separated lesson content that students later recalled from content they forgot.

    Reported as a within-lesson discrimination between retained and forgotten material; no classification accuracy, trial counts or statistics are given. · Abstract

  3. SuggestedStudent-student synchrony was most predictive of retention at zero lag, while student-teacher synchrony was most predictive once the students' activity was shifted by about 200 ms relative to the teacher's.

    A lag of roughly 200 ms in students relative to the teacher is the only quantity reported for this comparison; no lag profile, confidence interval or test against zero lag appears in the abstract. · Abstract

Methods, data and reproducibility

EEG was recorded at the same time from groups of four students and a teacher during a science lesson in a simulated classroom. The lesson ran as four mini-lectures each followed by a post-test, with a pre-test one week earlier and a delayed post-test one week later; student-student and time-lagged student-teacher synchrony were related to retention.

  • concurrent EEG during a simulated-classroom science lesson, with pre-test, per-mini-lecture post-tests and a one-week delayed post-test · human · n = groups of four students and a teacher
Methods & tools
EEG
Limitations (2)
  • Groups are small, four students plus one teacher, and the abstract does not say how many groups were recorded or report any effect size or significance for the prediction of retention. · noted in this summary
  • The setting is a simulated classroom with a scripted lesson, and the abstract does not separate inter-brain synchrony from simpler explanations such as all participants attending to the same stimulus at the same moments. · noted in this summary

Read this if you run hyperscanning or group EEG studies and want evidence that inter-brain synchrony, including a teacher-to-student lag, tracks learning outside the scanner.

Citations
50

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