CCM-estimated skill profiles showed minor positive correlations with external pre- and post-test scores, ranging from .018 to .495¶
Claim · All claims
Evidence · 1 study · designr2·q3·i0negligible
Currency · newest study 2022 · checked against its sources 2026-10-20 (automated, 1 of 1 entry) · not reviewed by a person · overdue for a recheck since 2025: 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
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This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q3 i0 Correlations between CCM-estimated skills and pre/post-test scores ranged from .018 to .495, most significantly different from zero but a few nonsignificant. → Jiaqi Yu 2022
Evidence¶
Jiaqi Yu 2022¶
Jiaqi Yu, Wenchao Ma, Jewoong Moon, Andre R. Denham. (2022). Developing a Stealth Assessment System Using a Continuous Conjunctive Model. Journal of Learning Analytics, 9(3), 11–31. https://doi.org/10.18608/jla.2022.7639
q3 · i0 · design · r2
External validation correlating pre-test scores with first-half CCM skill estimates and post-test scores with second-half estimates, across attributes A1–A4. "The correlations ranged from .018 to .495" — A4 pre-test correlation was nonsignificant (r = 0.018).
"The correlations ranged from .018 to .495, with most being significantly different from zero, but a few nonsignificantly different from zero, indicating minor positive correlations between the model-predicted skill mastery and the pre- and post-test results."
Discussion¶
Related Claims¶
- Students' skill mastery for all five attributes improved during gameplay in The Nomads, with all quantiles differing significantly between halves — related
- K-2 assessment and latent scores predict third grade ELA grades with correlations from 0.52 to 0.63 in pre-pandemic cohorts — related
- Cross-term Foundational Skills scores were moderately correlated, with correlations ranging from 0.48 to 0.82 depending on domain and grade — related
- Between-term score correlations are moderate and lowest for Phonological Awareness — related
- CCM showed adequate model-data fit for game log data, except for infrequent tasks 7 and 9 — related
- Scaffold use correlated significantly with mastery of attributes 1, 3, and 4, but not attributes 2 and 5 — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
ccm-external-validation-correlations-pre-post-tests |
title |
CCM-estimated skill profiles showed minor positive correlations with external pre- and post-test scores, ranging from .018 to .495 |
description |
CCM-estimated skill profiles showed minor positive correlations with external pre- and post-test scores, ranging from .018 to .495 |
status |
review |
evidence_strength |
weak |
newest_evidence |
2022 |
source_checked |
2026-10-20 |
recheck_by |
2025 |
generated |
by process:wiki-ingest on 2026-10-09 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — jiaqi-yu-2022 |
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