Psychological suzhi and academic achievement in Chinese adolescents: A 2‐year longitudinal study
Abstract
BACKGROUND: In the Chinese educational system, there has been an ongoing debate between using examination- or quality-oriented education. The Chinese concept of psychological suzhi was proposed based on quality-oriented education, and a positive link between psychological suzhi and academic achievement was found by cross-sectional studies; however, studies examining their longitudinal relationship are still lacking. AIMS: To examine the longitudinal trajectories of Chinese adolescents' academic achievement and the longitudinal effects of psychological suzhi on academic achievement trajectories. SAMPLE: = 14.85 years, 51.1% male) in grades 7 and 10, from 10 secondary schools in southwest China. METHOD: A 2-year (four-wave) longitudinal study was conducted, and growth mixture models were used to analyse the data. RESULTS AND CONCLUSIONS: Four distinct developmental trajectories of academic achievement were identified (i.e., high-positive growth, middle-negative growth, low-stable, and lowest-stable) that were significantly predicted by different levels of psychological suzhi, particularly the dimension of cognitive quality. Cognitive quality was strongly associated with the initial academic achievement values in the high-positive growth group and linked to achievement rate (decreasing) in the middle-negative growth group. However, individuality quality and adaptability quality had a buffering effect on the rate of achievement decreasing in the middle-negative growth group. This study not only highlighted the promotive role of high cognitive quality on high levels of achievement (static) but also indicated the protective role of non-cognitive factors (i.e., individuality and adaptability) against a decreasing rate of academic achievement (dynamic).
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?
Individuals with low psychological suzhi are at risk of developing psychological and behavioral problems, such as social anxiety, depressive symptoms, suicidal ideation, bullying, and problematic behavior.
“In contrast, those with low psychological suzhi are at risk of developing psychological and behavioral problems, such as social anxiety, depressive symptoms, suicidal ideation, bullying, and problematic behavior [9,13,17,19,21,22].”
From Forgiveness as a Mediator between Psychological Suzhi and Prosocial Behavior in Chinese Adolescents (2022) · cites this paper as [17]
Psychological suzhi is a relatively stable variable that does not change easily over a short period and has a continuous effect on adolescent development.
“Psychological suzhi has shown to be a relatively stable variable that does not change easily over a short period and has a continuous effect on adolescent development [11,15,17].”
From Forgiveness as a Mediator between Psychological Suzhi and Prosocial Behavior in Chinese Adolescents (2022) · cites this paper as [17]
Cites
Statistical power analyses using G∗Power 3.1: tests for correlation and regression analyses
Faul, F., Erdfelder, E., Buchner, A., & Lang, A.-G. (2009) · Behavior Research Methods · doi:10.3758/brm.41.4.1149 · Cited by 37,615 · see citing works
The Bioecological Model of Human Development
Bronfenbrenner, U., & Morris, P. A. (2007) · Handbook of Child Psychology · doi:10.1002/9780470147658.chpsy0114 · Cited by 5,760 · see citing works
Woodcock-Johnson III Tests of Achievement
(2012) · Springer eBooks · doi:10.1007/springerreference_180722 · Cited by 1,565 · see citing works
Developmental ecology through space and time: A future perspective.
Bronfenbrenner, U. (2004) · American Psychological Association eBooks · doi:10.1037/10176-018 · Cited by 1,349 · see citing works
3. Handbook of Social and Emotional Learning: Research and Practice
Downes, P. (2016) · International Journal of Emotional Education · Cited by 1,027 · see citing works
Woodcock‐Johnson III Tests of Achievement
Dumont, R., & Willis, J. O. (2008) · Encyclopedia of Special Education · doi:10.1002/9780470373699.speced2229 · Cited by 1,026 · see citing works
Duckworth, A. L., & Yeager, D. S. (2015) · Educational Researcher · doi:10.3102/0013189x15584327 · Cited by 993 · see citing works
Self-Control and Academic Achievement
Duckworth, A. L., Taxer, J. L., Eskreis-Winkler, L., Galla, B. M., & Gross, J. J. (2019) · Annual Review of Psychology · doi:10.1146/annurev-psych-010418-103230 · Cited by 662 · see citing works
Curriculum reform and ‘Quality Education’ in China: An overview
Dello-Iacovo, B. (2008) · International Journal of Educational Development · doi:10.1016/j.ijedudev.2008.02.008 · Cited by 440 · see citing works
Handbook of social and emotional learning : research and practice
Durlak, J. A., Domitrovich, C. E., Weissberg, R. P., & Gullotta, T. P. (2015) · Cited by 299 · see citing works
Duckworth, A. L., Tsukayama, E., & May, H. (2010) · Social Psychological and Personality Science · doi:10.1177/1948550609359707 · Cited by 234 · see citing works
Furlong, M. J., You, S., Renshaw, T. L., Smith, D. C., & O’Malley, M. D. (2013) · Social Indicators Research · doi:10.1007/s11205-013-0373-0 · Cited by 231 · see citing works
Kriegbaum, K., Becker, N., & Spinath, B. (2018) · Educational Research Review · doi:10.1016/j.edurev.2018.10.001 · Cited by 229 · see citing works
Kirkpatrick, R., & Zang, Y. (2011) · Language Testing in Asia · doi:10.1186/2229-0443-1-3-36 · Cited by 216 · see citing works
Gestsdóttir, S., von Suchodoletz, A., Wanless, S. B., Hubert, B., Guimard, P., Birgisdóttir, F., Gunzenhauser, C., & McClelland, M. M. (2014) · Applied Developmental Science · doi:10.1080/10888691.2014.894870 · Cited by 151 · see citing works
The Chinese high school student’s stress in the school and academic achievement
Liu, Y., & Lu, Z. (2011) · Educational Psychology · doi:10.1080/01443410.2010.513959 · Cited by 150 · see citing works
Preliminary Development of the Positive Experiences at School Scale for Elementary School Children
Furlong, M. J., You, S., Renshaw, T. L., O’Malley, M. D., & Rebelez, J. (2013) · Child Indicators Research · doi:10.1007/s12187-013-9193-7 · Cited by 114 · see citing works
Garín, O. (2014) · Springer eBooks · doi:10.1007/978-94-007-0753-5_296 · Cited by 77 · see citing works
Distinct Trajectories in the Transition to Adulthood: Are Children of Immigrants Advantaged?
Hao, L., & Woo, H. S. (2012) · Child Development · doi:10.1111/j.1467-8624.2012.01798.x · Cited by 76 · see citing works
Chen, X., Yang, F., & Wang, L. (2013) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-012-9708-6 · Cited by 73 · see citing works
Fu, R., Chen, X., Wang, L., & Yang, F. (2016) · Journal of Educational Psychology · doi:10.1037/edu0000100 · Cited by 71 · see citing works
Hodis, F. A., Meyer, L. H., McClure, J., Weir, K. F., & Walkey, F. H. (2011) · Journal of Educational Psychology · doi:10.1037/a0022547 · Cited by 68 · see citing works
Nie, Q., Yang, C., Teng, Z., Furlong, M. J., Pan, Y., Guo, C., & Zhang, D. (2020) · School Psychology · doi:10.1037/spq0000374 · Cited by 47 · see citing works
Lenzi, M., Dougherty, D., Furlong, M. J., Sharkey, J. D., & Dowdy, E. T. (2015) · Journal of Applied Developmental Psychology · doi:10.1016/j.appdev.2015.03.003 · Cited by 40 · see citing works
Liu, Y., & Lu, Z. (2011) · Learning and Individual Differences · doi:10.1016/j.lindif.2010.12.007 · Cited by 40 · see citing works
Zhang, X., Hu, B. Y., Ren, L., & Fan, X. (2018) · Journal of School Psychology · doi:10.1016/j.jsp.2018.10.008 · Cited by 35 · see citing works
Helbling, L. A., Tomasik, M. J., & Moser, U. (2019) · Journal of Educational Psychology · doi:10.1037/edu0000341 · Cited by 35 · see citing works
Growth trajectories of mathematics achievement: Longitudinal tracking of student academic progress
Mok, M. M. C., McInerney, D. M., Zhu, J., & Or, A. (2014) · British Journal of Educational Psychology · doi:10.1111/bjep.12060 · Cited by 33 · see citing works
Association between social-emotional strengths and school membership: A cross-cultural comparison
Chan, M. M., Yang, C., Furlong, M. J., Dowdy, E. T., & Xie, J. (2019) · International Journal of School & Educational Psychology · doi:10.1080/21683603.2019.1677539 · Cited by 16 · see citing works
胡天强, Tianqiang, H., 张大均, Da-jun, Z., 程刚, & Gang, C. (2017) · 西南大学学报:社会科学版 · doi:10.13718/j.cnki.xdsk.2017.02.015 · Cited by 14 · see citing works
Cross-lagged relations between psychological suzhi and academic achievement
Liu, G., Zhao, Z., & Zhang, D. (2019) · Current Psychology · doi:10.1007/s12144-019-00184-2 · Cited by 8 · see citing works
Flagged first, then by citations
1 of the 32 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Cao, G., Zhang, L., Deng, J., & Yin, H. (2022) · Current Psychology · doi:10.1007/s12144-021-02589-4 · Cited by 30 · see citing works
Nie, Q., Teng, Z., Yang, C., Griffiths, M. D., & Guo, C. (2024) · Journal of Youth and Adolescence · doi:10.1007/s10964-024-01952-5 · Cited by 22 · see citing works
“Conversely, structure refers to how adults in a school setting establish and maintain clear expectations and ensure consistency and fairness of school rules (Nie et al., 2020).”
InfluentialWu, D., Chen, S., Chen, Y., Li, D., & Yin, H. (2023) · Child Abuse & Neglect · doi:10.1016/j.chiabu.2023.106235 · Cited by 21 · see citing works
Zhu, Z., Tang, W., Liu, G., & Zhang, D. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.632274 · Cited by 20 · see citing works
Self-citationLiu, X., Zeng, J., Zhang, Y., Yi, Z., Chen, S., & Liu, Y. (2024) · Journal of Child and Family Studies · doi:10.1007/s10826-023-02775-x · Cited by 19 · see citing works
“…corresponds to the period of psychological suzhi ’ s fastest development, promoting a higher level of psychological suzhi would be bene fi cial for Chinese teenagers in terms of academic performance, social adaptation, and mental health (Miao et al. 2021a, 2021b; Nie et al., 2021; Zhang, 2012).”
The stability of students’ academic achievement in school: A meta-analysis of longitudinal studies
Scherrer, V., Breit, M., & Preckel, F. (2025) · Educational Research Review · doi:10.1016/j.edurev.2025.100687 · Cited by 18 · see citing works
Zhou, J., Gong, X., & Li, X. (2024) · Journal of School Psychology · doi:10.1016/j.jsp.2024.101287 · Cited by 15 · see citing works
Hao, H., Li, X., Jiang, H., & Lyu, H. (2024) · Journal of Adolescence · doi:10.1002/jad.12375 · Cited by 16 · see citing works
Fu, X., Zhang, M., Zhu, K., Li, S., Fu, R., Zhang, M., Guo, X., & Duan, J. (2024) · Acta Psychologica · doi:10.1016/j.actpsy.2024.104335 · Cited by 12 · see citing works
Network analysis of risk and protective factors for suicidal ideation in adolescents
Peng, X., Tang, T., Wu, M., Tan, L., & Pan, Y. (2024) · Children and Youth Services Review · doi:10.1016/j.childyouth.2024.107458 · Cited by 11 · see citing works
The Influence of Mothers’ Educational Level on Children’s Comprehensive Quality
Yu, S. (2023) · Journal of Education Humanities and Social Sciences · doi:10.54097/ehss.v8i.4461 · Cited by 10 · see citing works
Forgiveness as a Mediator between Psychological Suzhi and Prosocial Behavior in Chinese Adolescents
Chen, X., Zhao, H., & Zhang, D. (2022) · Behavioral Sciences · doi:10.3390/bs12090330 · Cited by 8 · see citing works
Growing Minds, Diverging Paths: Psychological Suzhi Trajectories and Adolescent Adjustment in China
Nie, Q., Yang, C., Chen, C., Furlong, M. J., Chan, M. M., Zhang, D., Guo, C., & Teng, Z. (2025) · Journal of Youth and Adolescence · doi:10.1007/s10964-025-02228-2 · Cited by 9 · see citing works
“For example, a two-year longitudinal study found that adolescents ’ psychological suzhi showed a positive developmental trend (Nie et al., 2021).”
InfluentialWang, Z., Wang, S., & Song, Y. (2025) · Journal of Youth and Adolescence · doi:10.1007/s10964-024-02132-1 · Cited by 7 · see citing works
“One notable exception is a recent longitudinal study of 3587 middle school students in southwestern China, which examined academic performance trajectories using fi nal exam scores in Chinese, mathematics, and English (Nie et al., 2021).”
InfluentialChen, Y., Wang, H., Jiang, Y., Zhang, H., & Chen, C. (2025) · School Psychology Review · doi:10.1080/2372966x.2025.2548760 · Cited by 6 · see citing works
“In China, academic tests traditionally serve as the primary criterion for evaluating students’ educational achievements in schools, which are utilized as a single way to determine high school and college admissions and shape students’ future career paths (Nie et al., 2021).”
Wang, X., Zhu, N., Wei, M., Chen, S., Liu, W., & Liu, Y. (2025) · Aggressive Behavior · doi:10.1002/ab.70031 · Cited by 4 · see citing works
Wang, X., Zha, W.-W., & Li, C. (2025) · Journal of Youth and Adolescence · doi:10.1007/s10964-025-02279-5 · Cited by 3 · see citing works
Brittain, H. L., & Vaillancourt, T. (2026) · Frontiers in Child and Adolescent Psychiatry · doi:10.3389/frcha.2026.1729744 · Cited by 3 · see citing works
“Most studies of Chinese youth rely on outcomes of standardized exams in Chinese, English, and math (45, 52, 56), whereas studies of American students rely on GPA (58, 59) or single-subject scores [e.g., math; (54)], or subjects analyzed separately in Taiwan (60), and the Canadian study included a…”
Bai, Y., Yang, Y., & Liu, Y. (2025) · Child Abuse & Neglect · doi:10.1016/j.chiabu.2025.107303 · Cited by 3 · see citing works
Wang, X., Pan, S., Cai, J., Li, J., Wang, A., & Nie, Q. (2026) · Journal of Youth and Adolescence · doi:10.1007/s10964-026-02335-8 · Cited by 1 · see citing works
“…psychological suzhi is a significantly negative predictor of psy - chological distress indicators such as depressive symptoms (Chen et al., 2017; Nie et al., 2020), anxiety symptoms (Lin et al., 2023; Miao et al., 2024), social anxiety (Pan et al., 2019 ), negative affect (Zhang & Zhang,…”
InfluentialChan, M. M., Nie, Q., Teng, Z., Srisarajivakul, E. N., & Wang, Y. (2026) · School Psychology Review · doi:10.1080/2372966x.2026.2657788 · Cited by 1 · see citing works
Chen, N., & Dervin, F. (2024) · Education Sciences · doi:10.3390/educsci14060573
Wang, Y., Wen, J., He, P., Chen, Q., Chen, J., & Qian, Y. (2026) · International Journal of Science Education · doi:10.1080/09500693.2026.2630292
Song, H., Yang, H., & Zhang, L. (2026) · Applied Research in Quality of Life · doi:10.1007/s11482-026-10669-5
“Under these conditions, adolescents’ emotional and behavioral outcomes may be particularly sensitive to the concrete learning environment within the family (Nie et al., 2021).”
- Authors
- Nie, Q., Teng, Z., Yang, C., Lu, X., Liu, C., Zhang, D., & Guo, C.
- Affiliations
- Southwest University (CN)
- University of California, Berkeley (US)
- Chongqing Bachuan Quantum Middle School Chongqing China
- Sichuan Institute of Education Sciences Chengdu China
- Corresponding author
- Nie, Qian
- Zhang, Dajun
- Guo, Cheng
- Venue
- British Journal of Educational Psychology
- Publisher
- Wiley
- Published
- 2020-10-29
- Volume
- 91
- Issue
- 2
- Pages
- 638-657
- ISSN
- 0007-0998 (ISSN-L)
- 2044-8279
- OpenAlex
- W3097385040
- Cited by
- 24
- References
- 32
- Citations by year
- 2026: 5 · 2025: 7 · 2024: 7 · 2023: 2 · 2022: 2 · 2021: 1
- FWCI
- 1.21
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- British Journal of Educational Psychology (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Fundamental Research Funds for the Central Universities (SWU1909566, SWU1909106)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Education, Achievement, and Giftedness
- Social Sciences › Education › Educational Outcomes and Influences
- Social Sciences › Education › Early Childhood Education and Development
- Keywords
- academic performance, Chinese adolescents, quality-oriented education, cognitive quality, achievement trajectories, non-intellectual factors, exam-oriented education, growth mixture modeling
- MeSH terms
- Academic Success, Adolescent, China, Cross-Sectional Studies, Female, Humans, Longitudinal Studies, Male, Schools
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