Claims

A small randomized controlled study found adaptive problem selection improved learning compared with random problem selection

Claim · All claims
Evidence · 1 study · design r2 · 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

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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