Evidence map›Paper›PMID 41587159›Full record

ArticleJournal of experimental psychology. General2026

Systematic variation in proportion judgments: Spatial features impact adults' strategies and decisions.

Michelle A Hurst, Susan C Levine

Abstract read
In one paragraph

Article in Journal of experimental psychology. General, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

2 authors.

Michelle A HurstDepartment of Psychology, Rutgers Center for Cognitive Science, Rutgers University, New Brunswick.ORCID 0000-0001-6076-334X
Susan C LevineDepartment of Psychology, University of Chicago.

Funding

Cognitive Processes Underlying Ratio Representation Across DevelopmentR00HD104990 · NICHD · RUTGERS, THE STATE UNIV OF N.J. · PI HURST, MICHELLE · 2023 to 2025
$734k
Cognitive Processes Underlying Ratio Representation Across DevelopmentK99HD104990 · NICHD · UNIVERSITY OF CHICAGO · PI HURST, MICHELLE · 2021 to 2022
$178k
National Institutes of Health; Eunice Kennedy Shriver National Institute of Child Health and Human DevelopmentNICHD NIH HHS K99 HD104990NICHD NIH HHS R00 HD104990
6 · The paper itself

Abstract

Proportional information is important for a range of everyday actions, from infants' and toddler's probabilistic inferences to adults' medical and financial decisions. Unfortunately, children and adults frequently make systematic errors in some proportional reasoning contexts. For example, people tend to focus more on the numerators, rather than the proportional relations, when proportions are discrete (i.e., with enumerable units) or when the subcomponents are spatially separated. Importantly, it is not that people cannot reason proportionally, as they do not make these same errors with continuous proportions presented as part of a single coherent whole. Although format-dependent variation has been shown across many studies with both children and adults, no work has systematically manipulated multiple aspects of visual, nonsymbolic proportional stimuli simultaneously to better understand which spatial factors impact proportional reasoning, and how. Here, we manipulate proportional stimuli in three ways: the availability of enumerable units (i.e., discreteness), predictability of the proportional information, and spatial separateness of the proportion subcomponents. We also formalize competing strategy explanations using mathematical models to infer people's strategies. Overall, we find that discreteness, predictability, and spatial separateness (as operationalized here) significantly impact adults' performance and strategies. Furthermore, all features interact with each other, and qualitative patterns suggest that spatial separateness and predictability may be particularly important, despite being less well-studied. By systematically varying the spatial features of proportions, we provide insight into the mechanisms that underlie proportional reasoning and highlight important interactions between spatial, numerical, and relational information. (PsycInfo Database Record (c) 2026 APA, all rights reserved).

Indexed as

Decision MakingJudgmentMathematical ConceptsSpace PerceptionThinkingAdultFemaleHumansMaleYoung Adult

Identifiers

PMID41587159
PMCPMC12841884

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.