Non-STEM students show the poorest performance on proportional reasoning (25%) and score 30% on hypothetico-deductive reasoning items¶
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Evidence · 1 study · associationalr1·q2·i2medium
Currency · newest study 2011 · not yet checked against its sources · not reviewed by a person · overdue for a recheck since 2016: baselines and conditions change
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q2 i? Population averages show significant difficulty with proportional reasoning, isolation of variables, and hypothetico-deductive reasoning, with proportional reasoning lowest at 25% and hypothetico-deductive application at 30%. → Moore 2011
Evidence¶
Moore 2011¶
Moore, J. C., & Rubbo, L. J. (2011). Scientific reasoning abilities of non-science majors in physics-based courses. https://arxiv.org/abs/1110.2764 doi:10.48550/arxiv.1110.2764
q2 · i2 · associational · r1
Analysis of LCTSR sub-pattern scores (Fig. 2) for the non-STEM population: significant difficulty with proportional reasoning, isolation of variables, and hypothetico-deductive reasoning; hypothetico-deductive application items averaged 30%. Most students showed some proficiency with correlation and probabilistic reasoning, a contrast the authors call puzzling.
"Students within this population demonstrated the poorest performance on proportional reasoning (25%), which could be attributable to poor preparation in mathematics."
Discussion¶
Related Claims¶
- Non-STEM majors in conceptual physics and astronomy courses score significantly lower pre-instruction on the LCTSR than STEM majors — related
- A majority (56%) of non-STEM students are classified as transitional reasoners, while formal operational reasoners predominate among STEM majors — related
- In physics-based courses for non-science majors taught with active-engagement pedagogy, normalized gains were 0.38–0.42 on content tests but 0.06 on a scientific-reasoning test — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
non-stem-weak-proportional-hypothetico-deductive-reasoning |
title |
Non-STEM students show the poorest performance on proportional reasoning (25%) and score 30% on hypothetico-deductive reasoning items |
description |
Non-STEM students show the poorest performance on proportional reasoning (25%) and score 30% on hypothetico-deductive reasoning items |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2011 |
recheck_by |
2016 |
generated |
by process:wiki-ingest on 2026-09-26 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — moore-2011 |
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