PreprintCited by 50Neural dynamics and brain functionNeuroscience, Education and Cognitive FunctionAction Observation and Synchronization

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

Open access
Davidesco, Ido, Laurent, Emma, Valk, Henry, West, Tessa, Dikker, Suzanne, Milne, Catherine, Poeppel, David·2019·bioRxiv (Cold Spring Harbor Laboratory)

Abstract

Summary: 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 teacher’s brain activity. These findings provide key new evidence for the importance of brain data collected simultaneously from groups of individuals in ecologically-valid settings. Highlights: Electroencephalogram (EEG) was concurrently recorded in a simulated classroom from groups of four students and a teacher. Alpha-band (8-12Hz) brain-to-brain synchrony predicted students’ performance in a delayed post-test. Moment-to-moment variation in alpha-band brain-to-brain synchrony indicated what specific information was retained by students. Whereas 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 teacher’s brain activity.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1101/644047

Cites

40 of 40 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Flagged first, then by citations

Cited by

Sorted by citations

Authors
Davidesco, I., Laurent, E., Valk, H., West, T., Dikker, S., Milne, C., & Poeppel, D.
Affiliations
  • New York University (US)
  • Max Planck Institute for Empirical Aesthetics (DE)
Corresponding author
Davidesco, Ido
Venue
bioRxiv (Cold Spring Harbor Laboratory)
Publisher
openRxiv
Published
2019-05-21
OpenAlex
W3099677026
Cited by
50
References
40
Citations by year
2026: 1 · 2025: 3 · 2024: 5 · 2023: 9 · 2022: 14 · 2021: 15 · 2020: 3
Type
posted content
Language
en
Open access
Locations
bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion)
Funders
National Science Foundation (1661016)
Topics
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Neuroscience, Education and Cognitive Function
  • Social Sciences › Psychology › Social Psychology › Action Observation and Synchronization
Keywords
brain-to-brain synchrony, joint attention, learning outcomes, memory retention, alpha band, teacher-student relationship, simulated classroom, ecological validity, delayed recall

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review