A small randomized controlled study found adaptive problem selection improved learning compared with random problem selection¶
Claim · All claims
Evidence · 1 study · designr2·q2
Currency · newest study 2014 · 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? Adaptive selection of problems within a knowledge unit resulted in improved learning relative to a control condition where problems were randomly selected. → Arroyo 2014
Evidence¶
Arroyo 2014¶
Arroyo, I., Woolf, B. P., Burelson, W., Muldner, K., Rai, D., & Tai, M. (2014). A Multimedia Adaptive Tutoring System for Mathematics that Addresses Cognition, Metacognition and Affect. Int J Artif Intell Educ 24:387–426. https://doi.org/10.1007/s40593-014-0023-y
q2 · i? · design · r2
The article cites a small randomized controlled study (Arroyo et al. 2010b) comparing EBT adaptive problem selection against random selection within a knowledge unit, reporting "improved learning" for the adaptive condition. No sample size or effect size is printed in this article.
"A small randomized controlled study provided evidence that the adaptive problem selection results in improved learning, compared with a control condition where problems were randomly selected (Arroyo et al. 2010b) within the knowledge unit."
Discussion¶
Related Claims¶
- ML-based question selection (SELECT) lowers learners' normalized empirical forgetting rate relative to difficulty-ordered and random selection after controlling for review time and number of reviews — related
- In simulated online mastery learning, BKT gave the fewest problems, Streak the second fewest, Random the most, and DKT gave almost as many as Random in one problem type and the least in the other two — related
- MORE's effort-based motivational strategy resembles the later Wayang Outpost strategy in effort feedback and difficulty adjustment — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
adaptive-problem-selection-improves-learning |
title |
A small randomized controlled study found adaptive problem selection improved learning compared with random problem selection |
description |
A small randomized controlled study found adaptive problem selection improved learning compared with random problem selection |
status |
review |
evidence_strength |
weak |
newest_evidence |
2014 |
generated |
by process:wiki-ingest on 2026-10-27 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — arroyo-2014 |
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