The alerting & guiding dashboard did not increase teacher coregulation more than the mirroring dashboard (H3 not supported); mirroring increased intervention rates (non-significant) while guiding-condition interventions were rare and mostly coregulation strategies¶
Claim · All claims
Evidence · 1 study (2 entries) · causalr1·q2
Currency · newest study 2023 · checked against its sources 2026-10-19 (automated, 2 of 2 entries) · 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.
q2 i? Interventions rose from 45.8% (11/24) in the no dashboard condition to 73.7% (14/19) in the mirroring-only condition, but the Chi-squared test proved non-significant (5.62, p = 0.06). → Reet Kasepalu 2023
q2 i? In the alerting & guiding condition only 33.3% of teachers intervened, so H3 was not proven, though three interventions were coregulation strategies. → Reet Kasepalu 2023 (2)
Evidence¶
Reet Kasepalu 2023¶
Reet Kasepalu, Pankaj Chejara, Luis P. Prieto, Tobias Ley. (2023). Studying teacher withitness in the wild: comparing a mirroring and an alerting & guiding dashboard for collaborative learning. Intern. J. Comput.-Support. Collab. Learn (2023) 18:575–606. https://doi.org/10.1007/s11412-023-09414-z
q2 · i? · causal · r1
Observation-based coding of interventions in the authentic-classroom quasi-experiment: "There was a difference that proved non-significant under a Chi-squared test (5.62, p = 0.06)" between 45.8% intervention in no dashboard and 73.7% in mirroring-only conditions. No effect size printed.
"Overall, the mirroring only condition activated the teachers into intervening more (the participating teachers carried out an intervention in the classroom in 45.8% (11 teachers out of 24) of the cases in the no dashboard condition to 73.7% (14 out of 19) in the mirroring only condition). There was a difference that proved non-significant under a Chi-squared test (5.62, p = 0.06)."
Reet Kasepalu 2023 (2)¶
Reet Kasepalu, Pankaj Chejara, Luis P. Prieto, Tobias Ley. (2023). Studying teacher withitness in the wild: comparing a mirroring and an alerting & guiding dashboard for collaborative learning. Intern. J. Comput.-Support. Collab. Learn (2023) 18:575–606. https://doi.org/10.1007/s11412-023-09414-z
q2 · i? · causal · r1
In the same coded intervention data, "only 33.3% of the participating teachers started an intervention during the CL activity, which means that we did not prove the third hypothesis"; the authors note three of those interventions were coregulation strategies asking about process or prompting group members.
"In the alerting & guiding dashboard condition, however, only 33.3% of the participating teachers started an intervention during the CL activity, which means that we did not prove the third hypothesis."
Discussion¶
Related Claims¶
- Guiding support stimulated targeted interactions: teachers posted more messages to groups (14 vs 4) and performed more dashboard interventions than under mirroring — reports the opposite
- Teacher-facing dashboards that mirror or guide increase teacher awareness and targeted interventions during classroom orchestration — a broader claim this one bears on
- Guiding dashboard support enabled teachers to perform more orchestration actions, more targeted interactions, and more class announcements than mirroring support — reports the opposite
- A mirroring dashboard shifts teacher attention toward epistemic over social aspects of learning, while a guiding dashboard divides interventions more equally — related
- Mirroring dashboards improved teacher situational awareness while alerting-and-guiding dashboards reduced teacher workload and frustration — related
- Real-time AI alerts can expand teachers' situational awareness but in some cases overload teachers' attention or draw focus away from their own observation flow — related
- Reported cognitive load was lowest in the mirroring condition (5.4), compared with no dashboard (5.6) and guiding (6.2) — related
- Explicit group regulation in online PBL was infrequent, emerged in response to challenges, and often involved teacher support — related
- Teachers reported the highest confidence in their situational awareness in the alerting & guiding dashboard condition — related
- With the alerting & guiding dashboard, teachers' workload dropped most on the performance and frustration subscales, while cognitive load, temporal demand and effort differences were non-significant — related
- The alerting & guiding dashboard reduced teachers' overall workload more than the mirroring dashboard in authentic settings (H2 supported) — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
guiding-dashboard-did-not-increase-coregulation |
title |
The alerting & guiding dashboard did not increase teacher coregulation more than the mirroring dashboard (H3 not supported); mirroring increased intervention rates (non-significant) while guiding-condition interventions were rare and mostly coregulation strategies |
description |
The alerting & guiding dashboard did not increase teacher coregulation more than the mirroring dashboard (H3 not supported); mirroring increased intervention rates (non-significant) while guiding-condition interventio... |
status |
review |
evidence_strength |
mixed |
newest_evidence |
2023 |
source_checked |
2026-10-19 |
generated |
by process:wiki-ingest on 2026-10-18 |
trust |
unverified — no one has confirmed this page's content |
sources |
2 — reet-kasepalu-2023, reet-kasepalu-2023-2 |
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