Misclassified assessments cluster near placement cut scores¶
Claim · All claims
Evidence · 1 study · designr2·q2
Currency · newest study 2021 · checked against its sources 2026-10-28 (automated, 1 of 1 entry) · 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? Of 285 misclassified assessments (GRU, α = 0.99), about 52% are within two items of a cut score and about 78% within five items. → Matayoshi 2021
Evidence¶
Matayoshi 2021¶
Matayoshi, J., Cosyn, E., & Uzun, H. (2021). Are We There Yet? Evaluating the Effectiveness of a Recurrent Neural Network-Based Stopping Algorithm for an Adaptive Assessment. International Journal of Artificial Intelligence in Education. https://doi.org/10.1007/s40593-021-00240-8
q2 · i? · design · r2
Histogram analysis (Fig. 9) of the difference between item scores and nearest cut scores for the 285 assessments misclassified by the GRU model at α = 0.99. The article notes that when an item score is within a handful of items of a cut score, it is unclear which placement is truly appropriate.
"149 of these misclassified assessments (about 52%) are within two items of a cut score, and 222 assessments (about 78%) are within five items of a cut score"
Discussion¶
Related Claims¶
- Feeding ALEKS assessment state to an RNN classifier yields a large boost in placement accuracy over the assessment alone at early stopping points — related
- Cut scores for transfer-level mathematics placement vary considerably across California community colleges, sending mixed signals about college readiness — related
- Passing the college algebra placement test near the cut-off and enrolling in dual enrollment college algebra was associated with a 16 percent higher likelihood of going to college — related
- Dual enrollment college algebra near the cut-off was associated with a 23 percent higher likelihood of earning a college degree — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
misclassifications-cluster-near-cut-scores |
title |
Misclassified assessments cluster near placement cut scores |
description |
Misclassified assessments cluster near placement cut scores |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2021 |
source_checked |
2026-10-28 |
generated |
by process:wiki-ingest on 2026-10-28 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — matayoshi-2021 |
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