Proactive multimodal feedback significantly increases feedback uptake compared to control¶
Claim · All claims
Evidence · 1 study · causalr2·q3
Currency · newest study 2026 · checked against its sources 2026-10-20 (automated, 1 of 1 entry) · 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? Feedback uptake, measured as code changes made after a piece of feedback and before the next trigger, was significantly higher in the feedback condition than in control. → Anahita Golrang 2026
Evidence¶
Anahita Golrang 2026¶
Anahita Golrang, Kshitij Sharma, Simon Dehaen, Olga Viberg. (2026). ProPACT: A Proactive AI-Driven Adaptive Collaborative Tutor for Pair Programming. https://arxiv.org/abs/2605.02703 doi:10.48550/arxiv.2605.02703
q3 · i? · causal · r2
Within-subjects experiment (26 dyads); t-test on feedback uptake, operationalized via code snippets as changes made after receiving feedback, showed significantly higher uptake in the feedback condition. No effect size printed.
"the last t-test with the 'feedback category' as the independent variable and 'feedback uptake' as the dependent variable shows a clear difference in the feedback uptake among the feedback categories (F[49.81] = -17.69, p<.0001, figure 3c). The feedback uptake on task is significantly higher in the feedback condition than the control condition."
Discussion¶
Related Claims¶
- Proactive multimodal feedback significantly increases debugging success in pair programming compared to no-feedback control — related
- Proactive multimodal feedback significantly reduces debugging time on task compared to control — related
- No order effect of condition sequence on any dependent measure in the within-subjects design — related
- Proactive feedback produces significant post-intervention increases in Joint Mental Effort of dyads — related
- Revision after chatbot feedback predominantly results in successful uptake, indicating effective error correction — related
- Tutors' feedback uptake did not differ significantly between automated and learner feedback — related
- Proactive feedback produces significant post-intervention increases in Joint Visual Attention of dyads — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
propact-feedback-increases-feedback-uptake |
title |
Proactive multimodal feedback significantly increases feedback uptake compared to control |
description |
Proactive multimodal feedback significantly increases feedback uptake compared to control |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
source_checked |
2026-10-20 |
generated |
by process:wiki-ingest on 2026-10-10 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — anahita-golrang-2026 |
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