Abstract
In cross-sectional research, subjective well-being and grit are found to be positively correlated. Their mutually reinforcing effects are particularly relevant for youth entering early adolescence because, during this developmental period, both well-being and grit have been shown to predict consequential outcomes later in life. However, their mutual relation has not yet been investigated in early adolescence. This study, therefore, examined the possibility of a virtuous cycle linking subjective well-being and grit during early adolescence. Self-report questionnaires of grit and subjective well-being were completed by N = 5291 children in China (47.6% girls; initial Mage = 9.69, SDage = 0.59) on six occasions over 3 academic years. In random-intercept cross-lagged panel models (RI-CLPMs), within-person changes in grit predicted within-person changes in subjective well-being 6 months later, and vice versa. Notably, analyses revealed an asymmetry in this cycle: paths from subjective well-being to grit were stronger and more reliable than the converse. Likewise, facet-level analyses showed that the predictive power of the perseverance component (of grit) and the affective component (of subjective well-being), respectively, was greater than the passion and cognitive components, respectively. These findings highlight the potential of boosting happiness for catalyzing positive youth development and, in addition, foreground the utility of studying these composite constructs at the facet level.
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Notes
Only seven studies (8%) among the 83 studies in the meta-analysis had time lags between measuring grit and subjective well-being (Hou et al., 2022). Several studies have reported substantial correlations between grit and subsequent subjective well-being facets or correlates (e.g., job satisfaction, depression) with intervals up to 3 years (Chandra et al., 2020; Jordan et al., 2018; Kleiman et al., 2013; O’Sullivan et al., 2019). However, these studies were not designed to test the relation between grit and subjective well-being and lacked control over potential causal variables. Only two short-term longitudinal studies were designed to directly examine whether grit has prospective effects on subjective well-being (Datu et al., 2021; Jiang et al., 2020). Using a daily diary design tracking grit and subjective well-being for 21 consecutive days, Jiang et al. (2020) found that daily grit promoted daily subjective well-being. The other study found that the perseverance facet of grit predicted life satisfaction 2 months later (Datu et al., 2021).
Subsets of the data have been used in prior work (Zhang et al., 2022); however, the research hypotheses, reported analyses, and conclusions made in this article do not overlap with those of other papers.
Specifically, 4318 students from Hebei, and 973 students from Beijing. Data collection location was dummy coded and used as a moderator. No significant moderation effect was found in the main analyses, so the two samples were combined together.
Specifically, parental education levels of Hebei students were collected from school records and those of Beijing students from parent surveys.
The within-person level includes measurement error as well as reliable within-person variance across time (Wilms et al., 2020).
References
Abubakar, A., van de Vijver, F., Alonso-Arbiol, I., He, J., Adams, B., Aldhafri, S., Aydinli-Karakulak, A., Arasa, J., Boer, D., & Celenk, O. (2016). Measurement invariance of the Brief Multidimensional Student’s Life Satisfaction Scale among adolescents and emerging adults across 23 cultural contexts. Journal of Psychoeducational Assessment, 34(1), 28–38. https://doi.org/10.1177/0734282915611284.
Alan, S., Boneva, T., & Ertac, S. (2019). Ever failed, try again, succeed better: results from a randomized educational intervention on grit. The Quarterly Journal of Economics, 134(3), 1121–1162. https://doi.org/10.1093/qje/qjz006.
Anglim, J., Horwood, S., Smillie, L. D., Marrero, R. J., & Wood, J. K. (2020). Predicting psychological and subjective well-being from personality: a meta-analysis. Psychological Bulletin, 146(4), 279–323. https://doi.org/10.1037/bul0000226.
Baribeau, D. A., Vigod, S., Brittain, H., Vaillancourt, T., Szatmari, P., & Pullenayegum, E. (2022). Application of transactional (cross-lagged panel) models in mental health research: an introduction and review of methodological considerations. Journal of the Canadian Academy of Child and Adolescent Psychiatry, 31(3), 124–134.
Boyce, C. J., Wood, A. M., & Powdthavee, N. (2013). Is personality fixed? Personality changes as much as “variable” economic factors and more strongly predicts changes to life satisfaction. Social Indicators Research, 111, 287–305. https://doi.org/10.1007/s11205-012-0006-z.
Bryan, G., Choi, J. J., & Karlan, D. (2021). Randomizing religion: the impact of Protestant evangelism on economic outcomes. The Quarterly Journal of Economics, 136(1), 293–380. https://doi.org/10.1093/qje/qjaa023.
Bücker, S., Nuraydin, S., Simonsmeier, B. A., Schneider, M., & Luhmann, M. (2018). Subjective well-being and academic achievement: a meta-analysis. Journal of Research in Personality, 74, 83–94. https://doi.org/10.1016/j.jrp.2018.02.007.
Carr, A., Cullen, K., Keeney, C., Canning, C., Mooney, O., Chinseallaigh, E., & O’Dowd, A. (2021). Effectiveness of positive psychology interventions: a systematic review and meta-analysis. The Journal of Positive Psychology, 16(6), 749–769. https://doi.org/10.1080/17439760.2020.1818807.
Carver, C. S., Scheier, M. F., & Segerstrom, S. C. (2010). Optimism. Clinical Psychology Review, 30(7), 879–889. https://doi.org/10.1016/j.cpr.2010.01.006.
Chandra, C. M., Szwedo, D. E., Allen, J. P., Narr, R. K., & Tan, J. S. (2020). Interactions between anxiety subtypes, personality characteristics, and emotional regulation skills as predictors of future work outcomes. Journal of Adolescence, 80, 157–172. https://doi.org/10.1016/j.adolescence.2020.02.011.
Cheung, G. W., & Rensvold, R. B. (2002). Evaluating goodness-of-fit indexes for testing measurement invariance. Structural Equation Modeling, 9(2), 233–255. https://doi.org/10.1207/S15328007SEM0902_5.
Cipriano, C., Strambler, M., Naples, L. H., Ha, C., Chang, M., Wood, M., Sehgal., K., Zieher, A., Eveleigh, A., McCarthy, M., Funero, M., Ponnock, A., Chow, J., & Durlak, J. (2023). The state of evidence for social and emotional learning: a contemporary meta-analysis of universal school-based SEL interventions. Child Development. https://doi.org/10.1111/cdev.13968.
Coffey, J. K., & Warren, M. T. (2020). Comparing adolescent positive affect and self-esteem as precursors to adult self-esteem and life satisfaction. Motivation and Emotion, 44(5), 707–718. https://doi.org/10.1007/s11031-020-09825-7.
Credé, M., Tynan, M. C., & Harms, P. D. (2017). Much ado about grit: a meta-analytic synthesis of the grit literature. Journal of Personality and Social Psychology, 113(3), 492–511. https://doi.org/10.1037/pspp0000102.
Datu, J. A. D., McInerney, D. M., Żemojtel-Piotrowska, M., Hitokoto, H., & Datu, N. D. (2021). Is grittiness next to happiness? Examining the association of Triarchic Model of Grit Dimensions with well-being outcomes. Journal of Happiness Studies, 22(2), 981–1009. https://doi.org/10.1007/s10902-020-00260-6.
Datu, J. A. D., Yuen, M., & Chen, G. (2017). Grit and determination: a review of literature with implications for theory and research. Journal of Psychologists and Counsellors in Schools, 27(2), 168–176. https://doi.org/10.1017/jgc.2016.2.
De Neve, J. E., Diener, E., Tay, L., & Xuereb, C. (2013). The objective benefits of subjective well-being. In Helliwell, J., Layard, R., & Sachs, J. (Eds.), World Happiness Report 2013. UN Sustainable Development Solutions Network. https://ssrn.com/abstract=2306651.
Demır, M., & Weitekamp, L. A. (2007). I am so happy ’cause today I found my friend: friendship and personality as predictors of happiness. Journal of Happiness Studies, 8(2), 181–211. https://doi.org/10.1007/s10902-006-9012-7.
Diener, E. (1994). Assessing subjective well-being: progress and opportunities. Social Indicators Research, 31(2), 103–157. https://doi.org/10.1007/BF01207052.
Diener, E., Lucas, R. E., & Oishi, S. (2018). Advances and open questions in the science of subjective well-being. Collabra: Psychology, 4(1), 15. https://doi.org/10.1525/collabra.115.
DiFiori, J. P., Brenner, J. S., Comstock, D., Côté, J., Güllich, A., Hainline, B., & Malina, R. (2017). Debunking early single sport specialisation and reshaping the youth sport experience: an NBA perspective. British Journal of Sports Medicine, 51(3), 142–143. https://doi.org/10.1136/bjsports-2016-097170.
Duckworth, A. L., Peterson, C., Matthews, M. D., & Kelly, D. R. (2007). Grit: perseverance and passion for long-term goals. Journal of Personality and Social Psychology, 92(6), 1087–1101. https://doi.org/10.1037/0022-3514.92.6.1087.
Duckworth, A. L., Quinn, P. D., & Tsukayama, E. (2021). Revisiting the factor structure of grit: a commentary on Duckworth and Quinn (2009). Journal of Personality Assessment, 103(5), 573–575. https://doi.org/10.1080/00223891.2021.1942022.
Ericsson, K. A. (2008). Deliberate practice and acquisition of expert performance: a general overview. Academic Emergency Medicine, 15(11), 988–994. https://doi.org/10.1111/j.1553-2712.2008.00227.x.
Eskreis-Winkler, L., Shulman, E. P., Beal, S. A., & Duckworth, A. L. (2014). The grit effect: predicting retention in the military, the workplace, school and marriage. Frontiers in Psychology, 5(36), 1–12. https://doi.org/10.3389/fpsyg.2014.00036.
Fetvadjiev, V. H., & He, J. (2019). The longitudinal links of personality traits, values, and well-being and self-esteem: a five-wave study of a nationally representative sample. Journal of Personality and Social Psychology, 117(2), 448–464. https://doi.org/10.1037/pspp0000212.
Fredrickson, B. L. (2001). The role of positive emotions in positive psychology: the broaden-and-build theory of positive emotions. American Psychologist, 56(3), 218–226. https://doi.org/10.1037/0003-066X.56.3.218.
Fredrickson, B. L. (2013). Chapter one - Positive emotions broaden and build. In P. Devine & A. Plant (Eds.), Advances in experimental social psychology, Vol. 47 (pp. 1–53). Academic Press. https://doi.org/10.1016/B978-0-12-407236-7.00001-2.
Griffith, J. M., Clark, H. M., Haraden, D. A., Young, J. F., & Hankin, B. L. (2021). Affective development from middle childhood to late adolescence: Trajectories of mean-level change in negative and positive affect. Journal of Youth and Adolescence, 50(8), 1550–1563. https://doi.org/10.1007/s10964-021-01425-z.
Güllich, A., Macnamara, B. N., & Hambrick, D. Z. (2022). What makes a champion? Early multidisciplinary practice, not early specialization, predicts world-class performance. Perspectives on Psychological Science, 17(1), 6–29. https://doi.org/10.1177/1745691620974772.
Haase, C. M., Poulin, M. J., & Heckhausen, J. (2012). Happiness as a motivator: positive affect predicts primary control striving for career and educational goals. Personality and Social Psychology Bulletin, 38(8), 1093–1104. https://doi.org/10.1177/0146167212444906.
Hamaker, E. L., Kuiper, R. M., & Grasman, R. P. (2015). A critique of the cross-lagged panel model. Psychological Methods, 20(1), 102–116. https://doi.org/10.1037/a0038889.
Harvard Health Publishing. (2020). Understanding the stress response. https://www.health.harvard.edu/staying-healthy/understanding-the-stress-response
Haspolat, N. K., & Yalçın, İ. (2023). Psychological symptoms in high achieving students: the multiple mediating effects of parental achievement pressure, perfectionism, and academic expectation stress. Psychology in the Schools. https://doi.org/10.1002/pits.23012.
Hill, P. L., Burrow, A. L., & Bronk, K. C. (2016). Persevering with positivity and purpose: an examination of purpose commitment and positive affect as predictors of grit. Journal of Happiness Studies, 17(1), 257–269. https://doi.org/10.1007/s10902-014-9593-5.
Hou, X. L., Becker, N., Hu, T. Q., Koch, M., Xi, J. Z., & Mõttus, R. (2022). Do grittier people have greater subjective well-being? A meta-analysis. Personality and Social Psychology Bulletin, 48(12), 1701–1716. https://doi.org/10.1177/014616722110534.
Hu, L.-t, & Bentler, P. M. (1999). Cutoff criteria for fit indexes in covariance structure analysis: conventional criteria versus new alternatives. Structural Equation Modeling: A Multidisciplinary Journal, 6(1), 1–55. https://doi.org/10.1080/10705519909540118.
Huebner, E. S., Seligson, J. L., Valois, R. F., & Suldo, S. M. (2006). A review of the brief multidimensional students’ life satisfaction scale. Social Indicators Research, 79(3), 477–484. https://doi.org/10.1007/s11205-005-5395-9.
Huntsinger, J. R., Clore, G. L., & Bar-Anan, Y. (2010). Mood and global–local focus: priming a local focus reverses the link between mood and global–local processing. Emotion, 10(5), 722–726. https://doi.org/10.1037/a0019356.
Isen, A. M. (2008). Some ways in which positive affect influences decision making and problem solving. In M. Lewis, J. M. Haviland-Jones, & L. F. Barrett (Eds.), Handbook of emotions (pp. 548-573). The Guilford Press.
Jiang, W., Jiang, J., Du, X. P., Gu, D., Sun, Y., & Zhang, Y. (2020). Striving and happiness: between- and within-person-level associations among grit, needs satisfaction and subjective well-being. Journal of Positive Psychology, 15(4), 543–555. https://doi.org/10.1080/17439760.2019.1639796.
Jordan, S. L., Hochwarter, W. A., Ferris, G. R., & Ejaz, A. (2018). Work grit as a moderator of politics perceptions: workplace outcomes relationships: a three-study convergent investigation. Career Development International, 23, 576–594. https://doi.org/10.1108/CDI-09-2018-0247.
Joshanloo, M. (2023). Within-person associations between subjective well-being and big five personality traits. Journal of Happiness Studies, 24, 2111–2126. https://doi.org/10.1007/s10902-023-00673-z.
Judge, T. A., Bono, J. E., Erez, A., & Locke, E. A. (2005). Core self-evaluations and job and life satisfaction: the role of self-concordance and goal attainment. Journal of Applied Psychology, 90(2), 257–268. https://doi.org/10.1037/0021-9010.90.2.257.
Kaftan, O. J., & Freund, A. M. (2018). The way is the goal: the role of goal focus for successful goal pursuit and subjective well-being. In E. Diener, S. Oishi, & L. Tay (Eds.), Handbook of well-being. DEF Publishers. https://nobascholar.com.
Kannangara, C. S., Allen, R. E., Waugh, G., Nahar, N., Khan, S. Z. N., Rogerson, S., & Carson, J. (2018). All that glitters is not grit: Three studies of grit in university students. Frontiers in Psychology, 9, 1539. https://doi.org/10.3389/fpsyg.2018.01539.
Kansky, J., Allen, J. P., & Diener, E. (2016). Early adolescent affect predicts later life outcomes. Applied Psychology: Health and Well-Being, 8(2), 192–212. https://doi.org/10.1111/aphw.12068.
Kell, H. J., McCabe, K. O., Lubinski, D., & Benbow, C. P. (2022). Wrecked by success? Not to worry. Perspectives on Psychological Science, 17(5), 1291–1321. https://doi.org/10.1177/17456916211055637.
Kleiman, E. M., Adams, L. M., Kashdan, T. B., & Riskind, J. H. (2013). Gratitude and grit indirectly reduce risk of suicidal ideations by enhancing meaning in life: evidence for a mediated moderation model. Journal of Research in Personality, 47, 539–546. https://doi.org/10.1016/j.jrp.2013.04.007.
Klug, H. J., & Maier, G. W. (2015). Linking goal progress and subjective well-being: a meta-analysis. Journal of Happiness Studies, 16(1), 37–65. https://doi.org/10.1007/s10902-013-9493-0.
Kruglanski, A. W., Pierro, A., & Sheveland, A. (2011). How many roads lead to Rome? Equifinality set‐size and commitment to goals and means. European Journal of Social Psychology, 41(3), 344–352. https://doi.org/10.1002/ejsp.780.
Lam, K. K. L., & Zhou, M. (2022). Grit and academic achievement: a comparative cross-cultural meta-analysis. Journal of Educational Psychology, 114(3), 597–621. https://doi.org/10.1037/edu0000699.
Li, J. (2003). U.S and Chinese cultural beliefs about learning. Journal of Educational Psychology, 95(2), 258–267. https://doi.org/10.1037/0022-0663.95.2.258.
Little, T. D. (2013). Longitudinal structural equation modeling. Guilford Press.
Lucas, R. E. (2007). Long-term disability is associated with lasting changes in subjective well-being: evidence from two nationally representative longitudinal studies. Journal of Personality and Social Psychology, 92(4), 717–730. https://doi.org/10.1037/0022-3514.92.4.717.
Lyubomirsky, S., King, L., & Diener, E. (2005). The benefits of frequent positive affect: does happiness lead to success. Psychological Bulletin, 131(6), 803–855. https://doi.org/10.1037/0033-2909.131.6.803.
Moeller, J. (2015). A word on standardization in longitudinal studies: don’t. Frontiers in Psychology, 6, 1389 https://doi.org/10.3389/fpsyg.2015.01389.
Morell, M., Yang, J. S., Gladstone, J. R., Turci Faust, L., Ponnock, A. R., Lim, H. J., & Wigfield, A. (2021). Grit: The long and short of it. Journal of Educational Psychology, 113(5), 1038–1058. https://doi.org/10.1037/edu0000594.
Mulder, J. D., & Hamaker, E. L. (2021). Three extensions of the random intercept cross-lagged panel model. Structural Equation Modeling: A Multidisciplinary Journal, 28(4), 638–648. https://doi.org/10.1080/10705511.2020.1784738.
Mulder, J. D., & Hamaker, E. L. (2022, July 21). How can I constrain the standardized parameters to be invariant over time? https://jeroendmulder.github.io/RI-CLPM/faq.html.
Muthén, L. K., & Muthén, B. O. (2017). Mplus user’s guide (8th ed.). Muthén & Muthén.
National Bureau of Statistics of China. (2017). China Statistical Yearbook 2017. http://www.stats.gov.cn/tjsj/ndsj/2017/indexeh.htm.
Nunally, J. C., & Bernstein, I. H. (1994). Psychometric theory (3rd ed.). McGraw-Hill.
O’Sullivan, L. F., Hughes, K., Talbot, F., & Fuller, R. (2019). Plenty of fish in the ocean: How do traits reflecting resiliency moderate adjustment after experiencing a romantic breakup in emerging adulthood. Journal of Youth and Adolescence, 48, 949–962. https://doi.org/10.1007/s10964-019-00985-5.
Orben, A., Lucas, R. E., Fuhrmann, D., & Kievit, R. A. (2022). Trajectories of adolescent life satisfaction. Royal Society Open Science, 9(8), 211808 https://doi.org/10.1098/rsos.211808.
Orth, U., Clark, D. A., Donnellan, M. B., & Robins, R. W. (2021). Testing prospective effects in longitudinal research: comparing seven competing cross-lagged models. Journal of Personality and Social Psychology, 120(4), 1013 https://doi.org/10.1037/pspp0000358.
Orth, U., Meier, L. L., Bühler, J. L., Dapp, L. C., Krauss, S., Messerli, D., & Robins, R. W. (2022). Effect size guidelines for cross-lagged effects. Psychological Methods. Advance online publication. https://doi.org/10.1037/met0000499.
Park, D., Yu, A., Baelen, R. N., Tsukayama, E., & Duckworth, A. L. (2018). Fostering grit: Perceived school goal-structure predicts growth in grit and grades. Contemporary Educational Psychology, 55, 120–128. https://doi.org/10.1016/j.cedpsych.2018.09.007.
Peters, C. L. O., & Enders, C. (2002). A primer for the estimation of structural equation models in the presence of missing data: maximum likelihood algorithms. Journal of Targeting, Measurement and Analysis for Marketing, 11(1), 81–95. https://doi.org/10.1057/palgrave.jt.5740069.
Robertson-Kraft, C., & Duckworth, A. L. (2014). True grit: Trait-level perseverance and passion for long-term goals predicts effectiveness and retention among novice teachers. Teachers College Record, 116(3), 1–27. https://doi.org/10.1177/016146811411600306.
Santos, I., Petroska-Beska, V., Carneiro, P., Eskreis-Winkler, L., Boudet, A. M. M., Berniell, I., Krekel, C., Arias, O., & Duckworth, A. L. (2022). Can grit be taught? Lessons from a nationwide field experiment with middle-school students. IZA Discussion Paper No. 15588. https://doi.org/10.2139/ssrn.4233803.
Satorra, A., & Bentler, P. M. (2001). A scaled difference chi-square test statistic for moment structure analysis. Psychometrika, 66(4), 507–514. https://doi.org/10.1007/BF02296192.
Sheldon, K. M., Abad, N., Ferguson, Y., Gunz, A., Houser-Marko, L., Nichols, C. P., & Lyubomirsky, S. (2010). Persistent pursuit of need-satisfying goals leads to increased happiness: a 6-month experimental longitudinal study. Motivation and Emotion, 34, 39–48. https://doi.org/10.1007/s11031-009-9153-1.
Sheldon, K. M., Jose, P. E., Kashdan, T. B., & Jarden, A. (2015). Personality, effective goal-striving, and enhanced well-being: comparing 10 candidate personality strengths. Personality and Social Psychology Bulletin, 41(4), 575–585. https://doi.org/10.1177/0146167215573211.
Sorjonen, K., Nilsonne, G., Melin, B., & Ingre, M. (2023). Uncertain inference in random intercept cross-lagged panel models: an example involving need for cognition and anxiety and depression symptoms. Personality and Individual Differences, 201, 111925 https://doi.org/10.1016/j.paid.2022.111925.
Soto, C. J. (2015). Is happiness good for your personality? Concurrent and prospective relations of the Big Five with subjective well‐being. Journal of Personality, 83(1), 45–55. https://doi.org/10.1111/jopy.12081.
Soto, C. J., & Tackett, J. L. (2015). Personality traits in childhood and adolescence: structure, development, and outcomes. Current Directions in Psychological Science, 24(5), 358–362. https://doi.org/10.1177/0963721415589345.
Specht, J., Egloff, B., & Schmukle, S. C. (2013). Examining mechanisms of personality maturation: the impact of life satisfaction on the development of the Big Five personality traits. Social Psychological and Personality Science, 4(2), 181–189. https://doi.org/10.1177/1948550612448197.
Steca, P., Monzani, D., Greco, A., D’Addario, M., Cappelletti, E., & Pancani, L. (2016). The effects of short-term personal goals on subjective well-being. Journal of Happiness Studies, 17, 1435–1450. https://doi.org/10.1007/s10902-015-9651-7.
Steel, P., Schmidt, J., & Shultz, J. (2008). Refining the relationship between personality and subjective well-being. Psychological Bulletin, 134(1), 138–161. https://doi.org/10.1037/0033-2909.134.1.138.
Steptoe, A., & Wardle, J. (2011). Positive affect measured using ecological momentary assessment and survival in older men and women. Proceedings of the National Academy of Sciences, 108(45), 18244–18248. https://doi.org/10.1073/pnas.1110892108.
Steptoe, A., Deaton, A., & Stone, A. A. (2015). Subjective wellbeing, health, and ageing. The Lancet, 385(9968), 640–648. https://doi.org/10.1016/S0140-6736(13)61489-0.
Stevenson, B., & Wolfers, J. (2013). Subjective well-being and income: is there any evidence of satiation. American Economic Review, 103(3), 598–604. https://doi.org/10.1257/aer.103.3.598.
Tov, W. (2018). Well-being concepts and components. In E. Diener, S. Oishi, & L. Tay (Eds.), Handbook of well-being. DEF Publishers. https://nobascholar.com.
Vainio, M. M., & Daukantaitė, D. (2016). Grit and different aspects of well-being: direct and indirect relationships via sense of coherence and authenticity. Journal of Happiness Studies, 17(5), 2119–2147. https://doi.org/10.1007/s10902-015-9688-7.
Valenti, J. (2015, May 8). Success comes at a cost: i put work first and my friendships suffer. The Guardian. https://www.theguardian.com/commentisfree/2015/may/08/success-comes-at-a-cost-i-put-work-first-and-my-friendships-suffer.
Walsh, L. C., Boehm, J. K., & Lyubomirsky, S. (2018). Does happiness promote career success? Revisiting the evidence. Journal of Career Assessment, 26(2), 199–219. https://doi.org/10.1177/1069072717751441.
Watson, D., Clark, L. A., & Tellegen, A. (1988). Development and validation of brief measures of positive and negative affect: the PANAS scales. Journal of Personality and Social Psychology, 54(6), 1063–1070. https://doi.org/10.1037/0022-3514.54.6.1063.
Wiese, B. S. (2007). Successful pursuit of personal goals and subjective well-being. In B. R. Little, K. Salmela-Aro, & S. D. Phillips (Eds.), Personal project pursuit: goals, action, and human flourishing (pp. 301–328). Lawrence Erlbaum Associates Publishers.
Wilms, R., Lanwehr, R., & Kastenmüller, A. (2020). Do we overestimate the within-variability? The impact of measurement error on intraclass coefficient estimation. Frontiers in Psychology, 11, 825. https://doi.org/10.3389/fpsyg.2020.00825.
Winzer, R., Vaez, M., Lindberg, L., & Sorjonen, K. (2021). Exploring associations between subjective well-being and personality over a time span of 15–18 months: a cohort study of adolescents in Sweden. BMC Psychology, 9(1), 1–10. https://doi.org/10.1186/s40359-021-00673-9.
Wu, X., Gai, X., & Wang, W. (2020). Subjective well-being and academic performance among middle schoolers: a two-wave longitudinal study. Journal of Adolescence, 84, 11–22. https://doi.org/10.1016/j.adolescence.2020.07.011.
Zeng, Y., Ling, Y., Huebner, E. S., He, Y., & Fu, P. (2018). Assessing the measurement invariance of the brief multidimensional students’ life satisfaction scale in Chinese and American adolescents. Quality of Life Research, 27(1), 259–266. https://doi.org/10.1007/s11136-017-1688-0.
Zhang, T., Park, D., Ungar, L. H., Tsukayama, E., Luo, L., & Duckworth, A. L. (2022). The development of grit and growth mindset in Chinese children. Journal of Experimental Child Psychology, 221, 105450. https://doi.org/10.1016/j.jecp.2022.105450.
Acknowledgements
We thank the adolescents, teachers, and parents who gave their time to this study. We are also thankful to the research assistants and lab members who helped carry this research out.
Funding
This work was supported by the Major Projects of National Social Science Fund of China [project number 16ZDA229].
Data Sharing DeclarationThe datasets generated and/or analyzed during the current study are not publicly available but are available from the corresponding author on reasonable request.
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T.Z. conceived of the study, participated in its design, measurement, and coordination, performed the statistical analysis, and drafted the manuscript; D.P. conceived of the study, participated in its design, coordination, and interpretation of the data, and drafted the manuscript; E.T. participated in the design of the study, supervised the statistical analysis, and helped to draft the manuscript; A.L.D. participated in the design of the study and interpretation of the data, and drafted the manuscript; L.L. participated in the design of the study, supervised its measurement and helped to draft the manuscript. All authors read and approved the final manuscript.
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The authors declare no competing interests.
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All procedures performed in the present study were in accordance with the recommendations of the Research Ethics Committee of the Beijing Normal University and with the Declaration of Helsinki.
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Written informed consent was obtained from the involved schools and parents of the participating youth.
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Zhang, T., Park, D., Tsukayama, E. et al. Sparking Virtuous Cycles: A Longitudinal Study of Subjective Well-Being and Grit During Early Adolescence. J. Youth Adolescence 53, 331–342 (2024). https://doi.org/10.1007/s10964-023-01862-y
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DOI: https://doi.org/10.1007/s10964-023-01862-y