A majority (56%) of non-STEM students are classified as transitional reasoners, while formal operational reasoners predominate among STEM majors¶
Claim · All claims
Evidence · 1 study · associationalr1·q2·i1small
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
Subclaims¶
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q2 i? 56% of non-STEM students fall in the transitional Piagetian category on the LCTSR, whereas most science majors would on average be classified formal operational. → 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 · i1 · associational · r1
Classification of non-STEM students (N = 109) into concrete operational, transitional, and formal operational levels using LCTSR scores and Lawson's cutoffs; the figure-reported distribution shows 56% transitional, consistent with prior studies of non-major introductory biology populations.
"Figure 1 shows the distribution of non-STEM students within Piagetian formal reasoning levels. A significant majority of non-STEM students (56%) are classified as transitional reasoners."
Discussion¶
Related Claims¶
- Non-STEM majors in conceptual physics and astronomy courses score significantly lower pre-instruction on the LCTSR than STEM majors — related
- Non-STEM students show the poorest performance on proportional reasoning (25%) and score 30% on hypothetico-deductive reasoning items — related
- Kolb's inventory successfully differentiated group learning styles by students' subject 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-majority-transitional-reasoners |
title |
A majority (56%) of non-STEM students are classified as transitional reasoners, while formal operational reasoners predominate among STEM majors |
description |
A majority (56%) of non-STEM students are classified as transitional reasoners, while formal operational reasoners predominate among STEM majors |
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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