Instructors' and students' facial expressions of joy cross-recurred substantially above chance during a critical time window of about -2 to +3 seconds relative to instructors' expressions¶
Claim · All claims
Evidence · 1 study · associationalr2·q3
Currency · newest study 2024 · not yet checked against its sources · not reviewed by a person
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q3 i? Cross-recurrence of facially expressed joy between instructors and students was above chance within the critical lag window of -54 to +85 lags, with p-values consistently below 0.003. → Frenzel 2024
Evidence¶
Frenzel 2024¶
Frenzel, A. C., Dindar, M., Pekrun, R., Reck, C., & Marx, A. K. G. (2024). Joy is reciprocally transmitted between teachers and students: Evidence on facial mimicry in the classroom. Learning and Instruction, 91, 101896. https://doi.org/10.1016/j.learninstruc.2024.101896
q3 · i? · associational · r2
Observational study of 13 university instructors and 69 students videotaped during 45 minutes of real-life instruction, with automated facial emotion coding (Emotient FACET) and cross-recurrence quantification analysis against surrogate data. The article reports "cross-recurred substantially above chance level (p < 0.003)" within the critical lag window.
"Our first key substantial finding was that students' facial expressions of joy cross-recurred substantially above chance level (p < 0.003) during a time window of about -2s and +3s seconds relative to the instructors' expressions."
Discussion¶
Related Claims¶
- Instructor-led facial joy mimicry predominated: 58% of dyads were instructor-led and the critical lag window's midpoint was around +500 msec after the instructor's expression — related
- Facially expressed joy during class correlated positively with post-session self-reported session joy for both students and instructors, though the instructor correlation did not reach significance — related
- Automated facial joy coding showed high sensitivity and specificity against human coding for both instructor and student videos — related
- Instructors' post-session self-reported joy correlated positively with class-average instructor–student joy mimicry, but students' self-reported joy did not — related
- Instructor–student joy mimicry was predominantly dyad-specific: only 16.4% of variance in the mimicry index was attributable to instructors — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
above-chance-teacher-student-facial-joy-mimicry |
title |
Instructors' and students' facial expressions of joy cross-recurred substantially above chance during a critical time window of about -2 to +3 seconds relative to instructors' expressions |
description |
Instructors' and students' facial expressions of joy cross-recurred substantially above chance during a critical time window of about -2 to +3 seconds relative to instructors' expressions |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2024 |
generated |
by process:wiki-ingest on 2026-10-23 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — frenzel-2024 |
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