# Children's Numerical Estimation Is Biased by Male Informants More Than Female Informants

**Authors:** Kathleen Cracknell, Julia Hauss, Miaofan Chen, Robert Sierp, Lin Bian, Jinjing Wang

PMC · DOI: 10.1111/desc.70124 · Developmental Science · 2026-01-05

## TL;DR

Young children in the US are more influenced by numerical estimates from male adults than from female adults, even when the female is correct.

## Contribution

This study reveals that gender stereotypes about math ability affect how children process numerical information from others.

## Key findings

- Children's numerical estimates were more biased by male informants than female informants.
- Exposure to inaccurate answers from male informants led to lasting changes in children's estimation.
- The gender bias was specific to numerical tasks, not memory tasks.

## Abstract

Numerical estimation is one of the key early math skills and predicts children's long‐term math achievement. While children are born with an intuitive “number sense,” they do not form a mapping between nonverbal numerical representations and symbolic numbers until about 5 years of age. This protracted learning process is embedded in children's interactions with other people, although little is known about how children's existing social beliefs may influence how they receive numerical information from other people. Meanwhile, children in the United States develop a stereotype to associate men with being better at math at around 6 years of age. Does this gender stereotype influence how children receive numerical information from other people? Using a numerical estimation task, we showed 5‐ to 7‐year‐old children (N = 198; 93 girls; United States) competing answers from a male and a female informant before asking children to provide their own answer. We found that children's answers were biased by the male informant more than the female, even when the female was accurate. This bias was domain‐specific, as there was no difference in children's performance on a memory control task. Furthermore, repeated exposure to inaccurate answers from a male informant (in contrast to accurate answers from a female informant) induced changes in children's estimation even when the informants were no longer present. Therefore, gender stereotypes may have profound impacts on how children acquire and process numerical information.

Children form structural mappings between numerical quantities and their mental number line, which can be calibrated by numerical information from other people.Here, in two studies, we tested how informant gender influences children's estimation performance.Numerical information received from men has stronger calibration effects on children's estimation performance compared to information from women.Repeated exposure to overestimation from men has lasting impacts on children's subsequent estimation performance

Children form structural mappings between numerical quantities and their mental number line, which can be calibrated by numerical information from other people.

Here, in two studies, we tested how informant gender influences children's estimation performance.

Numerical information received from men has stronger calibration effects on children's estimation performance compared to information from women.

Repeated exposure to overestimation from men has lasting impacts on children's subsequent estimation performance

## Full-text entities

- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12770089/full.md

## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12770089/full.md

## References

51 references — full list in the complete paper: https://tomesphere.com/paper/PMC12770089/full.md

---
Source: https://tomesphere.com/paper/PMC12770089