Parental Mathematical Expectations-Involvement Profiles and Young Children’s Number Sense: A Latent Profile Analysis

Previous research has primarily examined parental mathematical expectations and involvement separately, with limited attention to how these two factors jointly characterize different families and relate to young children’s number sense. To address this gap, the present study used latent profile analysis (LPA) to identify parental mathematical expectation–involvement profiles and examine their associations with children’s number sense. The sample comprised 731 Chinese parent–child dyads with children aged 3–5 years. The results supported a four-profile solution for parental mathematical expectations and involvement in the present sample: “Low Expectation-Low Involvement” (19.6%), “Moderate Expectation-Low Involvement” (38.7%), “Moderate Expectation-Moderate Involvement” (29.4%), and “High Expectation-High Involvement” (12.3%). SES was associated with high-involvement membership; child age and gender were associated with the low-expectation class. Children in the Moderate Expectation–Moderate Involvement and High Expectation–High Involvement profiles scored higher on number sense than those in the two lower-involvement profiles. However, the difference between the two higher-involvement profiles was not statistically significant. These findings suggest that parental expectation–involvement profiles are associated with young children’s number sense.

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Publication Details

Journal
Behavioral Sciences
Published
2026-10-22
DOI
https://doi.org/10.3390/bs16111965
Primary Topic
Cognitive and developmental aspects of mathematical skills
Type
article
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article

Parental Mathematical Expectations-Involvement Profiles and Young Children’s Number Sense: A Latent Profile Analysis

Yi Liu, Jing Zhou (周兢), 伊伟 郑, Ziruo Yu
Behavioral Sciences
Cognitive and developmental aspects of mathematical skills
article

Parental Mathematical Expectations-Involvement Profiles and Young Children’s Number Sense: A Latent Profile Analysis

Yi Liu, Jing Zhou (周兢), 伊伟 郑, Ziruo Yu
article en

Abstract

Previous research has primarily examined parental mathematical expectations and involvement separately, with limited attention to how these two factors jointly characterize different families and relate to young children’s number sense. To address this gap, the present study used latent profile analysis (LPA) to identify parental mathematical expectation–involvement profiles and examine their associations with children’s number sense. The sample comprised 731 Chinese parent–child dyads with children aged 3–5 years. The results supported a four-profile solution for parental mathematical expectations and involvement in the present sample: “Low Expectation-Low Involvement” (19.6%), “Moderate Expectation-Low Involvement” (38.7%), “Moderate Expectation-Moderate Involvement” (29.4%), and “High Expectation-High Involvement” (12.3%). SES was associated with high-involvement membership; child age and gender were associated with the low-expectation class. Children in the Moderate Expectation–Moderate Involvement and High Expectation–High Involvement profiles scored higher on number sense than those in the two lower-involvement profiles. However, the difference between the two higher-involvement profiles was not statistically significant. These findings suggest that parental expectation–involvement profiles are associated with young children’s number sense.

Behavioral SciencesVol. 16(11)
Ningbo University (CN)
Openalex Percentile: Top 11%
Cognitive and developmental aspects of mathematical skills
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Parental Mathematical Expectations-Involvement Profiles and Young Children’s Number Sense: A Latent Profile Analysis — Yi Liu, Jing Zhou (周兢), et al. · Behavioral Sciences (2026) | TGRS Research Map | TGRS