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Undergraduates’ reactions to errors mediates the association between growth mindset and study strategies

View ORCID ProfileAnastasia Chouvalova, View ORCID ProfileAnisha S. Navlekar, View ORCID ProfileDevin J. Mills, Mikayla Adams, Sami Daye, Fatima De Anda, View ORCID ProfileLisa B. Limeri
doi: https://doi.org/10.1101/2023.09.25.559345
Anastasia Chouvalova
1Department of Biological Sciences, Texas Tech University, 2901 Main St., Lubbock, TX, 79409
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  • ORCID record for Anastasia Chouvalova
Anisha S. Navlekar
1Department of Biological Sciences, Texas Tech University, 2901 Main St., Lubbock, TX, 79409
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Devin J. Mills
2Department of Community, Family, and Addiction Sciences, Texas Tech University, 1301 Akron Ave, Lubbock, TX 79415
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Mikayla Adams
3Department of Biological Sciences, Texas Tech University, 2901 Main St., Lubbock, TX, 79409
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Sami Daye
4Department of Biological Sciences, Texas Tech University, 2901 Main St., Lubbock, TX, 79409
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Fatima De Anda
5Department of Biological Sciences, Texas Tech University, 2901 Main St., Lubbock, TX, 79409
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Lisa B. Limeri
6Department of Biological Sciences, Texas Tech University, 2901 Main St., Lubbock, TX, 79409
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  • For correspondence: llimeri@ttu.edu
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ABSTRACT

Background Students employ a variety of study strategies to learn and master content in their courses. Strategies vary widely in their effectiveness for promoting deep, long-term learning, yet most students use ineffective strategies frequently. Efforts to educate students about effective study strategies have revealed that knowledge about effective strategies is by itself insufficient for encouraging widespread and lasting changes. An important next step is to uncover factors that influence the decisions students make about study strategy use. We explored the association between beliefs about intelligence (mindset, universality, and brilliance) and study strategies. The most effective study strategies are error-prone, and beliefs about intelligence carry implications for whether errors are a normal and even beneficial part of the learning process (e.g., growth mindset) or signs of insufficient intelligence (e.g., fixed mindset). Therefore, we hypothesized that beliefs about and reactions to errors would mediate a relationship between beliefs about intelligence and study strategies. We tested this hypothesis by surveying 345 undergraduates enrolled in an introductory biology class at a public, research-active university in northwestern United States.

Results Confirmatory factor analysis indicated that the internal structure of all measures functioned as expected in our sample. We fit a structural equation model to evaluate our hypothesized model. We found that mindset, but not universality nor brilliance, predicts variance in both beliefs about errors and reactions to errors. In turn, adaptive reactions to errors (but not beliefs about errors) are associated with the use of highly effective study strategies and spacing study sessions. There was a significant indirect relationship between growth mindset and spacing of study sessions.

Conclusions Our results provide evidence for a mechanism explaining the association between students’ mindset beliefs and academic outcomes: believing that intelligence is improvable is associated with more adaptive reactions to making errors, which correlates with choosing more error-prone and therefore more effective study strategies. Future interventions aimed at improving students’ study strategies may be more effective if they simultaneously target reacting adaptively to errors and emphasize that intelligence is improvable.

Competing Interest Statement

The authors have declared no competing interest.

  • LIST OF ABBREVIATIONS

    CFA
    Confirmatory Factor Analysis
    CFI
    Comparative Fit Index
    DF
    Degrees of Freedom
    MLR
    Robust Maximum Likelihood
    RMSEA
    Root Mean Squared Error of Approximation
    SD
    Standard Deviation
    SEM
    Structural Equation Model
    SRMR
    Standardized Root Mean Squared Residual
    STEM
    Science, technology, engineering, and mathematics
    TLI
    Tucker-Lewis Index
    ULTrA
    Undergraduate Lay Theories of Abilities Survey
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    Posted September 26, 2023.
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    Undergraduates’ reactions to errors mediates the association between growth mindset and study strategies
    Anastasia Chouvalova, Anisha S. Navlekar, Devin J. Mills, Mikayla Adams, Sami Daye, Fatima De Anda, Lisa B. Limeri
    bioRxiv 2023.09.25.559345; doi: https://doi.org/10.1101/2023.09.25.559345
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    Undergraduates’ reactions to errors mediates the association between growth mindset and study strategies
    Anastasia Chouvalova, Anisha S. Navlekar, Devin J. Mills, Mikayla Adams, Sami Daye, Fatima De Anda, Lisa B. Limeri
    bioRxiv 2023.09.25.559345; doi: https://doi.org/10.1101/2023.09.25.559345

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