Abstract
This study identified school-to-work transition student profiles based on emotional clarity and acceptance levels and examined how these profiles differed according to depression and life satisfaction levels. A latent profile analysis of 375 Korean college students identified four groups: (a) medium clarity and low acceptance (MCLA), (b) low clarity and low acceptance (LCLA), (c) high clarity and high acceptance (HCHA), and (d) medium clarity and medium acceptance (MCMA). Of these, the HCHA group had significantly lower levels of depression and higher levels of life satisfaction than the MCLA, LCLA, and MCMA groups. These results indicate that students not only require a clear understanding of their emotions but must also accept those emotions to prevent depression and experience life satisfaction in transition periods. The paper ends by discussing the study’s limitations and implications.
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Data Availability
The datasets generated during and/or analysed during the current study are available from the corresponding author on reasonable request.
References
Akaike, H. (1974). A new look at the statistical model identification. IEEE Transactions on Automatic Control, 19, 716–723. https://doi.org/10.1109/TAC.1974.1100705.
Aldao, A., Nolen–Hoeksema, S., & Schweizer, S. (2010). Emotion–regulation strategies across psychopathology: A meta–analytic review. Clinical Psychology Review, 30(2), 217–237. https://doi.org/10.1016/j.cpr.2009.11.004.
Bakhshaie, J., Zvolensky, M. J., Brandt, C. P., Vujanovic, A. A., Goodwin, R., & Schmidt, N. B. (2014). The role of anxiety sensitivity in the relationship between emotional non–acceptance and panic, social anxiety, and depressive symptoms among treatment–seeking daily smokers. International Journal of Cognitive Therapy, 7(2), 175–191. https://doi.org/10.1521/ijct.2014.7.2.175.
Bakk, Z., & Vermunt, J. K. (2016). Robustness of stepwise latent class modeling with continuous distal outcomes. Structural Equation Modeling: A Multidisciplinary Journal, 23(1), 20–31. https://doi.org/10.1080/10705511.2014.955104.
Baum, E. S., & Rude, S. S. (2013). Acceptance-enhanced expressive writing prevents symptoms in participants with low initial depression. Cognitive Therapy and Research, 37(1), 35–42. https://doi.org/10.1007/s10608-012-9435-x.
Bentler, P. M., & Bonett, D. G. (1980). Significance tests and goodness of fit in the analysis of covariance structures. Psychological Bulletin, 88(3), 588–606. https://doi.org/10.1037/0033-2909.88.3.588.
Bergman, L. R., & Magnusson, D. (1997). A person-oriented approach in research on developmental psychopathology. Development and Psychopathology, 9, 291–319. https://doi.org/10.1017/S095457949700206X.
Berking, M. (2014). In B. Whitley (Ed.), Affect regulation training: A practitioners’ manual. Springer Science + Business Media. https://doi.org/10.1007/978-1-4939-1022-9.
Boden, M. T., & Thompson, R. J. (2015). Facets of emotional awareness and associations with emotion regulation and depression. Emotion, 15(3), 399–410. https://doi.org/10.1037/emo0000057.
Browne, M. W., & Cudeck, R. (1992). Alternative ways of assessing model fit. Sociological Methods & Research, 21(2), 230–258. https://doi.org/10.1177/0049124192021002005.
Campbell-Sills, L., Barlow, D. H., Brown, T. A., & Hofmann, S. G. (2006a). Effects of suppression and acceptance on emotional responses of individuals with anxiety and mood disorders. Behaviour Research And Therapy, 44(9), 1251–1263. https://doi.org/10.1016/j.brat.2005.10.001.
Campbell-Sills, L., Barlow, D. H., Brown, T. A., & Hofmann, S. G. (2006b). Acceptability and suppression of negative emotion in anxiety and mood disorders. Emotion, 6(4), 587–595. https://doi.org/10.1037/1528-3542.6.4.587.
Cardaciotto, L., Herbert, J. D., Forman, E. M., Moitra, E., & Farrow, V. (2008). The assessment of present-moment awareness and acceptance. The Philadelphia Mindfulness Scale Assessment, 15(2), 204–223. https://doi.org/10.1177/1073191107311467.
Cărnuţă, M., Crişan, L. G., Vulturar, R., Opre, A., & Miu, A. C. (2015). Emotional non-acceptance links early life stress and blunted cortisol reactivity to social threat. Psychoneuroendocrinology, 51, 176–187. https://doi.org/10.1016/j.psyneuen.2014.09.026.
Chang, W. (2002). A study on the transition from school to the world of work in Korea. Korea Research Institute for Vocational Education and Training. https://www.krivet.re.kr/ku/da/kuBBAVw.jsp?gn=E1-E120140170.
Ciarrochi, J., Deane, F. P., & Anderson, S. (2002). Emotional intelligence moderates the relationship between stress and mental health. Personality and Individual Differences, 32(2), 197–209. https://doi.org/10.1016/S0191-8869(01)00012-5.
Ciarrochi, J., Kashdan, T. B., Leeson, P., Heaven, P., & Jordan, C. (2011). On being aware and accepting: A one-year longitudinal study into adolescent well-being. Journal of Adolescence, 34(4), 695–703. https://doi.org/10.1016/j.adolescence.2010.09.003.
Coto-Lesmes, R., Fernández-Rodríguez, C., & González-Fernández, S. (2020). Acceptance and commitment therapy in group format for anxiety and depression: A systematic review. Journal of Affective Disorders, 263, 107–120. https://doi.org/10.1016/j.jad.2019.11.154.
Davis, J. I., Gross, J. J., & Ochsner, K. N. (2011). Psychological distance and emotional experience: What you see is what you get. Emotion, 11(2), 438–444. https://doi.org/10.1037/a0021783.
Diener, E., Emmons, R. A., Larsen, R. J., & Griffin, S. (1985). The satisfaction with life scale. Journal of Personality Assessment, 49(1), 71–75. https://doi.org/10.1207/s15327752jpa4901_13.
Dvorak, R. D., Sargent, E. M., Kilwein, T. M., Stevenson, B. L., Kuvaas, N. J., & Williams, T. J. (2014). Alcohol use and alcohol-related consequences: Associations with emotion regulation difficulties. The American Journal of Drug and Alcohol Abuse, 40(2), 125–130. https://doi.org/10.3109/00952990.2013.877920.
Extremera, N., Durán, A., & Rey, L. (2007). Perceived emotional intelligence and dispositional optimism–pessimism: Analyzing their role in predicting psychological adjustment among adolescents. Personality and Individual Differences, 42(6), 1069–1079. https://doi.org/10.1016/j.paid.2006.09.014.
Fernandez-Berrocal, P., Extremera, N., & Ramos, N. (2004). Validity and reliability of the spanish modified version of the trait meta-mood scale. Psychological Reports, 94(3), 751–755. https://doi.org/10.2466/pr0.94.3.751-755.
Flynn, M., & Rudolph, K. D. (2010). The contribution of deficits in emotional clarity to stress responses and depression. Journal of Applied Developmental Psychology, 31(4), 291–297. https://doi.org/10.1016/j.appdev.2010.04.004.
Flynn, J. J., Hollenstein, T., & Mackey, A. (2010). The effect of suppressing and not accepting emotions on depressive symptoms: Is suppression different for men and women? Personality and Individual Differences, 49(6), 582–586. https://doi.org/10.1016/j.paid.2010.05.022.
Ford, B. Q., Lam, P., John, O. P., & Mauss, I. B. (2018). The psychological health benefits of accepting negative emotions and thoughts: Laboratory, diary, and longitudinal evidence. Journal of Personality and Social Psychology, 115(6), 1075–1092. https://doi.org/10.1037/pspp0000157.
Gohm, C. L., & Clore, G. L. (2000). Individual differences in emotional experience: Mapping available scales to processes. Personality and Social Psychology Bulletin, 26(6), 679–697. https://doi.org/10.1177/0146167200268004.
Greenberg, L. S. (2002). Integrating an emotion-focused approach to treatment into psychotherapy integration. Journal of Psychotherapy Integration, 12(2), 154. https://doi.org/10.1037/1053-0479.12.2.154.
Gross, J. J., & Jazaieri, H. (2014). Emotion, emotion regulation, and psychopathology: An affective science perspective. Clinical Psychological Science, 2(4), 387–401. https://doi.org/10.1177/2167702614536164.
Haas, L. M., McArthur, B. A., Burke, T. A., Olino, T. M., Abramson, L. Y., & Alloy, L. B. (2019). Emotional clarity development and psychosocial outcomes during adolescence. Emotion, 19(4), 563. https://doi.org/10.1037/emo0000452.
Harvey, L. J., White, F. A., & McAulay, C. E. (2021). Depression predicts emotion acceptance beliefs in early adolescence: A longitudinal investigation. British Journal of Clinical Psychology, 60, 513–529. https://doi.org/10.1111/bjc.12311.
Hayes, S. C., Strosahl, K. D., & Wilson, K. G. (1999). Acceptance and commitment therapy: An experiential approach to behavior change. Guilford Press.
Heimpel, S. A., Wood, J. V., Marshall, M. A., & Brown, J. D. (2002). Do people with low self-esteem really want to feel better? Self-esteem differences in motivation to repair negative moods. Journal of Personality and Social Psychology, 82(1), 128–147. https://doi.org/10.1037/0022-3514.82.1.128.
Hoe, M., Park, B. S., & Bae, S. W. (2015). Testing measurement invariance of the 11-Item korean version CES-D scale. Mental Health & Social Work, 43(2), 313–339.
Hung, T. Y., Liao, H. C., & Wang, Y. H. (2021). Development and validation of a chinese version of a school-to-work transition anxiety scale for healthcare students. International Journal of Environmental Research and Public Health, 18, 7658. https://doi.org/10.3390/ijerph18147658.
Kabat-Zinn, J. (1994). Wherever you go, there you are: Mindfulness meditation in everyday life. Hyperion.
Kaman, A., Otto, C., Klasen, F., Westenhöfer, J., Reiss, F., Hölling, H., & Ravens-Sieberer, U. (2021). Risk and resource factors for depressive symptoms during adolescence and emerging adulthood: A 5-year follow-up using population-based data of the BELLA study. Journal of Affective Disorders, 280, 258–266. https://doi.org/10.1016/j.jad.2020.11.036.
Kim, Y. H. (2003). A study on relationships among the emotional clarity, emotional acceptance, emotional support, and psychological well-being [Unpublished master’s thesis]. Catholic University of Korea.
Kim, Y. K., & Kim, C. D. (2015). A theoretical study about the roles of emotional activation and repeated emotional acceptance in the counseling process. Korean Journal of Counseling, 16(6), 1–23. https://doi.org/10.15703/kjc.16.6.201512.1.
Kim, M. N., & Kwon, K. I. (2008). A study on the emotional clarity and the cognitive emotion regulation of resilient adolescents. Korea Journal of Youth Counseling, 16(1), 15–32. https://doi.org/10.35151/kyci.2008.16.1.002.
Kohl, A., Rief, W., & Glombiewski, J. A. (2012). How effective are acceptance strategies? A meta-analytic review of experimental results. Journal of Behavior Therapy and Experimental Psychiatry, 43(4), 988–1001. https://doi.org/10.1016/j.jbtep.2012.03.004.
Korean Employment Information Service (2017). Youth Life Index: YLI. http://www.keis.or.kr/user/bbs/main/138/3964/bbsDataView/38789.do.
Kring, A. M., Smith, D. A., & Neale, J. M. (1994). Individual differences in dispositional expressiveness: Development and validation of the emotional expressivity scale. Journal of Personality and Social Psychology, 66, 934–949. https://doi.org/10.1037/0022-3514.66.5.934.
Kross, E., & Mischel, W. (2011). The effect of self-distancing on adaptive versus maladaptive self-reflection in children. Emotion, 11(5), 1032–1039. https://doi.org/10.1037/a0021787.
Kwak, T., & Lim, J. (2019). The effects of emotional awareness on the psychological well-being of adolescents: Cognitive emotion regulation strategies as mediators. Korean Journal of Child Studies, 40(2), 13–24. https://doi.org/10.5723/kjcs.2019.40.2.13.
Lee, K. W. (2021). Validation of the CESD-11 using item response theory. Mental Health & Social Work, 49(2), 5–26. https://doi.org/10.24301/MHSW.2021.3.49.2.5.
Lee, S. J., & Kim, E. H. (2016). Clustering by emotional clarity, emotional expression, and psychological acceptance; group differences on positive emotion, negative emotion, anxiety, and depression. Korean Journal of Counseling, 17(3), 65–87. https://doi.org/10.15703/kjc.17.3.201606.65.
Lee, S. J., & Lee, H. K. (1997). The research on the validation of the trait meta-mood scale: The domain exploration of the emotional intelligence. Korean Journal of Social and Personality Psychology, 11(1), 95–116.
Lewinsohn, P. M., Rohde, P., Seeley, J. R., Klein, D. N., & Gotlib, I. H. (2000). Natural course of adolescent major depressive disorder in a community sample: Predictors of recurrence in young adults. American Journal of Psychiatry, 157(10), 1584–1591. https://doi.org/10.1176/appi.ajp.157.10.1584.
Lim, N., Lee, H., & Suh, E. M. (2010). Review of the satisfaction with Life Scale (SWLS) findings in Korea. Korean Journal of Psychology: General, 29(1), 21–47.
Lindsay, E. K., & Creswell, J. D. (2017). Mechanisms of mindfulness training: Monitor and Acceptance Theory (MAT). Clinical psychology review, 51, 48–59. https://doi.org/10.1016/j.cpr.2016.10.011.
Lindsay, E. K., & Creswell, J. D. (2019). Mindfulness, acceptance, and emotion regulation: Perspectives from Monitor and Acceptance Theory (MAT). Current opinion in psychology, 28, 120–125. https://doi.org/10.1016/j.copsyc.2018.12.004.
Liverant, G. I., Brown, T. A., Barlow, D. H., & Roemer, L. (2008). Emotion regulation in unipolar depression: The effects of acceptance and suppression of subjective emotional experience on the intensity and duration of sadness and negative affect. Behaviour Research and Therapy, 46(11), 1201–1209. https://doi.org/10.1016/j.brat.2008.08.001.
Lo, Y., Mendell, N. R., & Rubin, D. B. (2001). Testing the number of components in a normal mixture. Biometrika, 88, 767–778. https://doi.org/10.1093/biomet/88.3.767.
Lubke, G., & Muthén, B. (2007). Performance of factor mixture models as a function of model size, covariate effects, and class-specific parameters. Structural Equation Modeling, 14(1), 26–47. https://doi.org/10.1207/s15328007sem1401_2.
Mayer, J. D., & Stevens, A. A. (1994). An emerging understanding of the reflective (meta-) experience of mood. Journal of Research in Personality, 28(3), 351–373. https://doi.org/10.1006/jrpe.1994.1025.
McLachlan, G. J., & Peel, D. (2000). Finite mixture models. Wiley.
Mennin, D. S., Heimberg, R. G., Turk, C. L., & Fresco, D. M. (2005). Preliminary evidence for an emotion dysregulation model of generalized anxiety disorder. Behaviour Research and Therapy, 43(10), 1281–1310. https://doi.org/10.1016/j.brat.2004.08.008.
Metz, S. M., Frank, J. L., Reibel, D., Cantrell, T., Sanders, R., & Broderick, P. C. (2013). The effectiveness of the learning to BREATHE program on adolescent emotion regulation. Research in Human Development, 10(3), 252–272. https://doi.org/10.1080/15427609.2013.818488.
Monteiro, S., Almeida, L., & García-Aracil, A. (2021). “It’s a very different world”: work transition and employability of higher education graduates. Higher Education, Skills and Work-Based Learning, 11(1), 164–181.
Nylund, K. L., Asparouhov, T., & Muthén, B. O. (2007). Deciding on the number of classes in latent class analysis and growth mixture modeling: A Monte Carlo simulation study. Structural Equation Modeling, 14(4), 535–569. https://doi.org/10.1080/10705510701575396.
Park, J. M., & Chung, N. W. (2018). The effect of emotional clarity, emotional expressiveness and emotional support on psychological acceptance. The Journal of Korean Association of Psychotherapy, 10(1), 1–25. https://doi.org/10.22831/kap.2018.10.1.001.
Perlman, D. M., Salomons, T. V., Davidson, R. J., & Lutz, A. (2010). Differential effects on pain intensity and unpleasantness of two meditation practices. Emotion, 10(1), 65–71. https://doi.org/10.1037/a0018440.
Radloff, L. S. (1977). The CES-D scale: A self-report depression scale for research in the general population. Applied Psychological Measurement, 1(3), 385–401. https://doi.org/10.1177/014662167700100306.
Roesch, S. C., Villodas, M., Villodas, F. Latent class/profile analysis in maltreatment research: A commentary on Nooner, Pears (2010). and looking beyond. Child Abuse & Neglect, 34(3), 155–160. https://doi.org/10.1016/j.chiabu.2010.01.003.
Ryu, Y. (1996). The effect of personality and level of needs on subjective well-being [Unpublished master’s thesis]. Yonsei University.
Salovey, P., Mayer, J. D., Goldman, S. L., Turvey, C., & Palfai, T. P. (1995). Emotional attention, clarity, and repair: Exploring emotional intelligence using the trait meta-mood scale. In J. W. Pennebaker (Ed.), Emotion, disclosure, & health (pp. 125–154). American Psychological Association. https://doi.org/10.1037/10182-006.
Sánchez-Álvarez, N., Extremera, N., & Fernández-Berrocal, P. (2015). Maintaining life satisfaction in adolescence: Affective mediators of the influence of perceived emotional intelligence on overall life satisfaction judgments in a two-year longitudinal study. Frontiers in Psychology, 6, 1892. https://doi.org/10.3389/fpsyg.2015.01892.
Schulenberg, J. E., Sameroff, A. J., & Cicchetti, D. (2004). The transition to adulthood as a critical juncture in the course of psychopathology and mental health. Development and Psychopathology, 16(4), 799–806. https://doi.org/10.1017/s0954579404040015.
Schwartz, G. (1978). Estimating dimensions of a model. Annals of Statistics, 6(2), 461–464. https://doi.org/10.1214/aos/1176344136.
Sclove, L. (1987). Application of model-selection criteria to some problems in multivariate analysis. Psychometrika, 52, 333–343. https://doi.org/10.1007/BF02294360.
Seo, J. (2008). Analysis of relationship between the employment insecurity and the standard of selecting workplace of senior student [Unpublished master’s thesis]. Kyonggi University.
Shallcross, A. J., Troy, A. S., Boland, M., & Mauss, I. B. (2010). Let it be: Accepting negative emotional experiences predicts decreased negative affect and depressive symptoms. Behaviour Research and Therapy, 48(9), 921–929. https://doi.org/10.1016/j.brat.2010.05.025.
Shin, S. Y. (2011). Validity study of short forms of the Korean version of Center for Epidemiologic Studies Depression Scale (CES-D) [Unpublished master’s thesis]. Seoul National University.
Tein, J. Y., Coxe, S., & Cham, H. (2013). Statistical power to detect the correct number of classes in latent profile analysis. Structural equation modeling: A multidisciplinary journal, 20(4), 640–657. https://doi.org/10.1080/10705511.2013.824781.
Thompson, B. L., Waltz, J., Croyle, K., & Pepper, A. C. (2007). Trait meta-mood and affect as predictors of somatic symptoms and life satisfaction. Personality and Individual Differences, 43(7), 1786–1795. https://doi.org/10.1016/j.paid.2007.05.017.
Upadyaya, K., & Salmela-Aro, K. (2017). Developmental dynamics between young adults’ life satisfaction and engagement with studies and work. Longitudinal and Life Course Studies, 8(1), 20–34. https://doi.org/10.14301/llcs.v8i1.398.
Van Beveren, M. L., Goossens, L., Volkaert, B., Grassmann, C., Wante, L., Vandeweghe, L., & Braet, C. (2019). How do i feel right now? Emotional awareness, emotion regulation, and depressive symptoms in youth. European Child & Adolescent Psychiatry, 28(3), 389–398. https://doi.org/10.1007/s00787-018-1203-3.
Vine, V., & Aldao, A. (2014). Impaired emotional clarity and psychopathology: A transdiagnostic deficit with symptom-specific pathways through emotion regulation. Journal of Social and Clinical Psychology, 33(4), 319–342. https://doi.org/10.1521/jscp.2014.33.4.319.
Wang, M. C., Deng, Q., Bi, X., Ye, H., & Yang, W. (2017). Performance of the entropy as an index of classification accuracy in latent profile analysis: A Monte Carlo simulation study. Acta Psychologica Sinica, 49(11), 1473–1482. https://doi.org/10.3724/SP.J.1041.2017.01473.
Zimmerman, F. J., Christakis, D. A., & Vander Stoep, A. (2004). Tinker, tailor, soldier, patient: Work attributes and depression disparities among young adults. Social Science & Medicine, 58(10), 1889–1901. https://doi.org/10.1016/S0277-9536(03)00410-6.
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This study was funded by Ministry of Education of the Republic of Korea; National Research Foundation of Korea (Grant/Award Number: NRF-2020S1A5A2A01043871).
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This study was approved by the Institutional Review Board (IRB, 1040548-KU-IRB-03-23-A-1). IRB was in accordance with the 1964 Helsinki declaration and its later amendments or comparable ethical standards. This study was funded by Ministry of Education of the Republic of Korea; National Research Foundation of Korea(Grant/Award Number: NRF-2020S1A5A2A01043871).
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Ko, H., Lee, T., Hong, S. et al. Latent profile analysis of emotional clarity and acceptance in school-to-work transition students: association with depression and life satisfaction. Curr Psychol 43, 9889–9898 (2024). https://doi.org/10.1007/s12144-023-05120-z
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DOI: https://doi.org/10.1007/s12144-023-05120-z