EventsThe 1st International Online Conference on Education Sciences
Published
This submission belongs to the session S5. STEM Education of the event The 1st International Online Conference on Education Sciences
Published date
10 Jun, 2026
Academic Editor
author-avatarDaniel Muijs
Citation
Vinicius Marangoni Noro Veiga, Elizeu Coutinho Macedo, Scientific Reasoning in Brazilian Children and Its Associations with Reading Fluency, Intelligence, and Theory of Mind, in Proceedings of The 1st International Online Conference on Education Sciences, 15 June–17 June 2026, MDPI: Basel, Switzerland
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Scientific Reasoning in Brazilian Children and Its Associations with Reading Fluency, Intelligence, and Theory of Mind

Vinicius Marangoni Noro Veiga 1
Elizeu Coutinho Macedo 1
1. Social and Cognitive Neuroscience Laboratory and Human Development Sciences Program, Health and Biological Sciences Department, São Paulo - Higienópolis Campus, Mackenzie Presbyterian University, São Paulo city, 01241-001, Brazil, Brazil
Abstract

Scientific reasoning is defined as the intentional pursuit of knowledge and the articulation of theory and evidence. Mastery of this skill entails the formulation of hypotheses, the design and execution of experiments, the evaluation of results, and the formulation of conclusions. These domains can be grouped into different components, as outlined in the Science-K Inventory (SKI): experimentation, data interpretation, and understanding the nature of science. The present study aimed to (a) analyze the psychometric properties and gather validity evidence for the Brazilian Portuguese version of the Science-K Inventory (SKI), and (b) investigate scientific reasoning in children aged 7–10 years and its association with intelligence, reading fluency and advanced theory of mind. Children from two public schools in the São Paulo metropolitan region participated (N = 145; 43% girls), aged 7–10 years (mean = 8.8; SD = 1.1). The instrument demonstrated adequate reliability indices (α = .79; ω = .82; split-half = .78). Correlations with reading fluency (r = .39; p < .001), intelligence (r = .43; p < .001), and theory of mind (r = .21; p < .01) were observed. Additionally, age (F = 11; p < .001) and grade level (F = 14.4; p < .001) had effects on the scores. A linear regression model demonstrated that reading fluency and intelligence, but not theory of mind, explained 23% of the variance in scientific reasoning (R² = .23). The Brazilian SKI represents the first validated instrument to assess scientific reasoning in the Brazilian children. Replicating established findings with an underrepresented population supports the parsimony of the scientific reasoning theoretical model. The availability of reliable measures of predictive learning skills may inform early intervention initiatives, strengthen evidence-based educational practices, and improve the science and technology curricula.

Keywords
Scientific Reasoning
Educational Measurement
Cognitive Development
Learning
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