Cognitive Tutor® Algebra I has mixed effects on algebra outcomes for secondary students, with an average improvement index of +4 percentile points across five studies¶
Claim · All claims
Evidence · 1 study · reviewr3·q3
Currency · newest study 2016 · 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.
q3 i? Across five studies including 12,182 students, effects on algebra outcomes were inconsistent: one statistically significant positive, one substantively important positive, and three indeterminate. → Cognitive Tutor® 2016
Evidence¶
Cognitive Tutor® 2016¶
Cognitive Tutor®. (2016). WWC Intervention Report: Cognitive Tutor®, Secondary Mathematics. What Works Clearinghouse, U.S. Department of Education. https://www.carnegielearning.com
q3 · i? · review · r3
WWC systematic review of five studies of Cognitive Tutor® Algebra I meeting group design standards, totaling 12,182 students in 94 schools. The review found "positive and statistically significant in one study, positive and substantively important in a second study, and indeterminate in three other studies," yielding a mixed-effects rating with a medium-to-large extent of evidence.
"In the five studies that reported findings, the estimated impact of the intervention on outcomes in the algebra domain was positive and statistically significant in one study, positive and substantively important in a second study, and indeterminate in three other studies."
Discussion¶
Related Claims¶
- UCSMP Algebra has potentially positive effects on the algebra domain, with mixed findings across two studies and a small extent of evidence — related
- Cognitive Tutor® Geometry shows potentially negative effects on geometry outcomes, with an improvement index of –8 percentile points — related
- UCSMP Algebra has potentially positive effects on general mathematics achievement for secondary students, with a small extent of evidence — related
- Cognitive Tutor® Algebra I shows no discernible effects on general mathematics achievement for secondary students — related
- No studies of Cognitive Tutor® Algebra II or Integrated Math I–III meet WWC standards, so the report makes no effectiveness findings for those courses — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
cognitive-tutor-algebra-i-mixed-effects-algebra |
title |
Cognitive Tutor® Algebra I has mixed effects on algebra outcomes for secondary students, with an average improvement index of +4 percentile points across five studies |
description |
Cognitive Tutor® Algebra I has mixed effects on algebra outcomes for secondary students, with an average improvement index of +4 percentile points across five studies |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2016 |
generated |
by process:wiki-ingest on 2026-10-09 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — cognitive-tutor-2016 |
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