Trial-level perceived usefulness of feedback is associated with the magnitude of plan quality improvement¶
Claim · All claims
Evidence · 1 study · causalr2·q2
Currency · newest study 2026 · 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.
q2 i? Within-person increases in perceived helpfulness (b = 0.51) and perceived motivation (b = 0.70) were significantly associated with larger pre-to-post plan quality gains. → Sukjaitham 2026
Evidence¶
Sukjaitham 2026¶
Sukjaitham, S., Schaaf, M., Brod, G., & Breitwieser, J. (2026). Adaptivity Makes Feedback Effective: Evidence From AI-Generated Feedback on Children's Plans. Preprint. https://osf.io/4w6rz/overview?view_only=dd3ec8d2878243579a463ccd0d77d723 doi:10.31234/osf.io/t2eac_v1
q2 · i? · causal · r2
Exploratory trial-level cumulative link mixed models with random intercepts, decomposing perception ratings into between- and within-person components (ICCs .339 and .317). Unstandardised b coefficients are reported; no standardised effect size is printed.
"the interaction between time point and perceived feedback usefulness was significant for both perceived helpfulness (b = 0.51, p < .001) and perceived motivation (b = 0.70, p < .001)."
Discussion¶
Related Claims¶
- Plan quality improves more after LLM-generated adaptive feedback than after high-quality generic guidance — related
- Children perceive LLM-generated adaptive feedback as more helpful and more motivating than generic guidance — related
- Children's plan quality improves substantially after receiving LLM-generated adaptive feedback — related
- Children's self-efficacy for planning did not significantly moderate plan quality improvements after feedback — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
perceived-usefulness-associated-with-plan-quality-gains |
title |
Trial-level perceived usefulness of feedback is associated with the magnitude of plan quality improvement |
description |
Trial-level perceived usefulness of feedback is associated with the magnitude of plan quality improvement |
status |
review |
evidence_strength |
weak |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-12 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — sukjaitham-2026 |
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