Claims

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 · associational r1 · q2 · i1 small
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

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? 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

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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