Claims

Learning-curve analysis of tutor logs revealed a flaw in the algebra cognitive model's handling of equations of the form ax = b when the coefficient is 1, and the tutor now provides targeted extra practice on that skill

Claim · All claims
Evidence · 1 study · design r2 · q2
Currency · newest study 2007 · not yet checked against its sources · not reviewed by a person · overdue for a recheck since 2010: tool and model accuracy changes quickly

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? The algebra tutor's cognitive model overpredicted student performance on some equations of the form ax = b, traced to the case in which the coefficient is 1, where students must understand that x means 1 times x. → Ritter 2007

Evidence

Ritter 2007

Ritter, S., Anderson, J. R., Koedinger, K. R., & Corbett, A. (2007). Cognitive Tutor: Applied research in mathematics education. Psychonomic Bulletin & Review, 14(2), 249-255. https://doi.org/10.3758/bf03194060

q2 · i? · design · r2

An analysis of tutor log data during algebra tutor development revealed the cognitive model overpredicted performance on some ax = b equations, traced to the coefficient-1 case; recognition of x as 1 times x was added to the model, and the tutor now tests and provides extra practice on that skill.

"In the development of our algebra tutor, we discovered that the model was overpredicting student performance in solving some equations of the form ax b. An analysis of the data revealed that the overprediction was due, in part, to the case in which a 1."

Discussion

Page metadata
Field Value
type claim
id learning-curve-revealed-coefficient-one-flaw
title Learning-curve analysis of tutor logs revealed a flaw in the algebra cognitive model's handling of equations of the form ax = b when the coefficient is 1, and the tutor now provides targeted extra practice on that skill
description Learning-curve analysis of tutor logs revealed a flaw in the algebra cognitive model's handling of equations of the form ax = b when the coefficient is 1, and the tutor now provides targeted extra practice on that skill
status review
evidence_strength weak
newest_evidence 2007
recheck_by 2010
generated by process:wiki-ingest on 2026-10-16
trust unverified — no one has confirmed this page's content
sources 1 — ritter-2007

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