A Cross-National Comparison Study on the Accuracy of Self-Efficacy Beliefs of Middle-School Mathematics Students
Abstract
In this cross-national study, the authors compared mathematics self-efficacy beliefs of American (n = 107) and Taiwanese (n = 188) middle-school students for level and calibration (accuracy and bias). Taiwanese students surpassed Americans in math achievement. American students evidenced slightly higher self-efficacy levels for easy math items but a steeper decline for moderately difficult items than did Taiwanese students. Nationality differences in level of self-efficacy diminished for difficult math items. For calibration, American students reported less accurate self-efficacy beliefs than did Taiwanese students for all items, although the accuracy of both groups declined with items of higher difficulty. Postperformance self-evaluation judgments of Taiwanese students decreased as item difficulty increased, whereas American students' judgments decreased from easy items to moderate items, but remained unchanged with difficult items. The authors found no effects for gender or gender-nationality interactions on any dependent measure.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Cognitive motivational constructs such as academic self-efficacy, self-regulation, effort control, and goal setting affect STEM students' academic performance and intentions to pursue and persist in STEM fields.
“such as academic self-efficacy (Chen & Zimmerman, 2007;Han et al., 2021;Luo et al., 2021;van Aalderen-Smeets et al., 2018), selfregulation (Shell & Soh, 2013;Zollman, 2012), effort control (Cromley et al., 2016), and goal setting (Shaw & Barbuti, 2010) affect STEM students' academic performance as well as their intentions to pursue and persist in STEM fields.”
From The Importance of STEM Sense of Belonging and Academic Hope in Enhancing Persistence for Low-Income, Underrepresented STEM Students (2024) · cites this paper as Chen & Zimmerman, 2007
Cites
Self-Efficacy and Academic Motivation
Schunk, D. H. (1991) · Educational Psychologist · doi:10.1080/00461520.1991.9653133 · Cited by 4,292 · see citing works
Reliability and Predictive Validity of the Motivated Strategies for Learning Questionnaire (Mslq)
Pintrich, P. R., Smith, D. A. F., Garcia, T., & Mckeachie, W. J. (1993) · Educational and Psychological Measurement · doi:10.1177/0013164493053003024 · Cited by 3,646 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Motivation and social cognitive theory
Schunk, D. H., & DiBenedetto, M. K. (2020) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2019.101832 · Cited by 2,416 · see citing works
Hansen, M. J., Palakal, M. J., & White, L. (2024) · Journal for STEM Education Research · doi:10.1007/s41979-023-00096-8 · Cited by 138 · see citing works
- Authors
- Chen, P., & Zimmerman, B.
- Affiliations
- City University of New York (US)
- The Graduate Center, CUNY (US)
- ORCID
- Zimmerman, Barry
- Venue
- The Journal of Experimental Education
- Publisher
- Informa UK Limited
- Published
- 2007-04
- Volume
- 75
- Issue
- 3
- Pages
- 221-244
- ISSN
- 0022-0973 (ISSN-L)
- 1940-0683
- OpenAlex
- W2033811288
- Cited by
- 194
- References
- 2
- Citations by year
- 2026: 11 · 2025: 6 · 2024: 5 · 2023: 13 · 2022: 17 · 2021: 9 · 2020: 14 · 2019: 18 · 2018: 14 · 2017: 12 · 2016: 14 · 2015: 13 · 2014: 10 · 2013: 5 · 2012: 5
- FWCI
- 6.78
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- The Journal of Experimental Education (publishedVersion)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Education, Achievement, and Giftedness
- Physical Sciences › Mathematics › Applied Mathematics › Mathematics Education and Pedagogy
- Social Sciences › Safety Research › Career Development and Diversity
- Keywords
- mathematics self-efficacy, item difficulty, cross-national comparison, junior high school mathematics, mathematics achievement, gender differences
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review