Cognitive inquiry skills are positively intercorrelated, but the functional thinking–CVS correlation diminishes when controlling for content knowledge¶

Claim · All claims
Evidence · 1 study (2 entries) · associational r2 · q3
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person

Subclaims¶

q3 i? Content knowledge, CVS, and functional thinking are positively correlated after controlling for general cognitive ability, consistent with hypotheses H1.2.1–H1.2.3. → Gerdesmann 2026 q3 i? The correlation between functional thinking and CVS diminishes when content knowledge is additionally controlled. → Gerdesmann 2026 (2)

Evidence¶

Gerdesmann 2026¶

Gerdesmann, D., Schwichow, M., & Koerber, S. (2026). Factors that explain simulation-based inquiry performance in physics learning. Instructional Science. https://doi.org/10.1007/s11251-026-09806-2

q3 · i? · associational · r2

Partial correlations of cognitive skills (N = 205, without control group) controlling for general cognitive ability were positive and significant: CK–FT, CK–CVS, and FT–CVS, consistent with hypotheses H1.2.1–H1.2.3.

"These correlations are consistent with hypotheses H1.2.1-H1.2.3 and confirm that functional thinking aligns with previously noted patterns between content knowledge and CVS"

Gerdesmann 2026 (2)¶

Gerdesmann, D., Schwichow, M., & Koerber, S. (2026). Factors that explain simulation-based inquiry performance in physics learning. Instructional Science. https://doi.org/10.1007/s11251-026-09806-2

q3 · i? · associational · r2

When controlling for both general cognitive ability and a third skill, the FT–CVS partial correlation dropped from 0.36 to 0.18 (pre) and 0.31 to 0.14 (post), suggesting shared content-knowledge variance.

"Notably, the correlation between functional thinking and CVS diminishes when controlling for content knowledge in addition to general cognitive ability."

Discussion¶

Learner Variables¶

• Algebraic Thinking — predictor: learners who differ on it differ in outcomes

Related Claims¶

• Cognitive factors explain about 49% of variance in simulation-based inquiry performance among young adults — related
• Written-communication skills significantly correlate with vibe-coding performance, but the association does not remain significant after controlling for domain-general cognitive ability — related
• CVS skill is the strongest predictor of performing valid (unconfounded) experiments in simulation-based inquiry — related
• Functional correspondence predicts simulation learning outcomes better than physical resemblance or appeals to authenticity — related
• Content knowledge is positively related to the quality of evidence elicitation and evidence sharing, but not to hypotheses sharing — related
• Explicit teaching of the control-of-variables strategy shows no advantage over not explicitly teaching it, per the Schwichow et al. meta-analysis cited in the review — related