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Updated: Mar 6, 2026

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Measuring Attention and Visual Processing Speed by Model-based Analysis of Temporal-order Judgments
Published on: January 23, 2017
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Recent is more: A negative time-order effect in nonsymbolic numerical judgment
Ronald van den Berg1, Marcus Lindskog1, Leo Poom1
1Department of Psychology, University of Uppsala.
Summary
Individuals tend to overestimate the quantity of recently presented numerical information. This "recent is more" effect, or negative time-order effect (TOE), was observed in human numerical estimation tasks.
Area of Science:
- Cognitive psychology
- Numerical cognition
- Perception
Background:
- Humans and some animals can estimate quantities without explicit counting.
- Time-order effects (TOEs) are perceptual biases influenced by the temporal order of stimuli.
- Previous research has identified TOEs in various non-numerical judgments.
Purpose of the Study:
- To investigate the presence and characteristics of a time-order effect (TOE) in nonsymbolic numerical estimation.
- To examine the "recent is more" effect in comparative numerical judgment tasks.
- To explore the underlying mechanisms of this numerical TOE.
Main Methods:
- Two comparative judgment tasks were used: larger-smaller discrimination and same-different discrimination.
- Ideal-observer modeling was applied to analyze individual data sets for TOE.
- An estimation task was employed to assess stimulus overestimation.
Main Results:
- A negative time-order effect (TOE), where the second stimulus is overestimated, was found in 88.2% of individual data sets.
- The majority (87.3%) of identified TOEs showed a "recent is more" direction.
- Effect size depended on stimulus magnitude and interstimulus interval, but not task type.
Conclusions:
- A consistent negative TOE exists in nonsymbolic numerical estimation, suggesting a "recent is more" bias.
- Findings indicate a common underlying mechanism for TOEs across numerical and non-numerical judgments.
- Individual differences in effect size are substantial, but the direction of the effect is highly consistent.
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