Students in MATHia find it hard to adapt their strategy choices to suit the problem, based on log data from over 600 schools¶
Claim · All claims
Evidence · 1 study · associationalr?·q2
Currency · newest study 2025 · not yet checked against its sources · not reviewed by a person · recheck by 2030: baselines and conditions change
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? Analysis of MATHia log data from over 600 schools shows students find it hard to adapt their strategies to suit a problem. → Magar 2025
Evidence¶
Magar 2025¶
Magar, A.T., Fancsali, S.E., Rus, V., Murphy, A., Ritter, S., Venugopal, D. (2025). Analyzing Strategies in MATHia with BERT. In: Artificial Intelligence in Education. AIED 2025. Springer, Cham. https://doi.org/10.1007/978-3-031-98465-5_15
q2 · i? · associational · r?
Large-scale observational analysis of MATHia student log data from over 600 schools, examining whether students choose strategies suited to problem characteristics. The authors report that "students find it hard to adapt their strategies to suit a problem." No effect size is printed.
"Using data from over 600 schools, we show that students find it hard to adapt their strategies to suit a problem."
Discussion¶
Related Claims¶
- A BERT-based prediction task distinguishes between successful and unsuccessful math strategies in MATHia, yielding insights into student strategies — related
- Self Regulated Learning Predicts Achievement — related
- Students with more controlled interaction patterns in iSTART-2 generated higher-quality self-explanations than students with more random patterns — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
mathia-students-hard-to-adapt-strategies |
title |
Students in MATHia find it hard to adapt their strategy choices to suit the problem, based on log data from over 600 schools |
description |
Students in MATHia find it hard to adapt their strategy choices to suit the problem, based on log data from over 600 schools |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2025 |
recheck_by |
2030 |
generated |
by process:wiki-ingest on 2026-10-08 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — magar-2025 |
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