Abstract
Previous research has lacked a comprehensive, longitudinal analysis of characteristics of solitude and sociability, and how they are associated with changes in psychosocial adjustment before and during the pandemic. The current study surveyed 1071 adolescents (Mage = 10.6, SD = 1.69, 49.86% female, age range = 8–14 years at Year 1) over six years (three years before pandemic, three years during pandemic). Piecewise linear mixed-effects analysis showed that adolescents with higher solitude and lower sociability reported improvements in adjustment during the pandemic, whereas adolescents with lower solitude and higher sociability reported declines in adjustment. The findings highlight the importance of considering multiple characteristics of solitude and sociability, as well as contextual factors (e.g., pandemic), to better understand the implications of solitude on adolescent adjustment.
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Notes
Given that missingness was quite high in years 4−6, we tested whether the change in the slope from before the pandemic to after the onset of the pandemic was affected by missing data. The piecewise linear mixed-effects models were re-run to assess whether the change in the slope from before to during the pandemic depended on missingness during pandemic waves (coded as 0 = present for 2 or 3 waves from years 4−6, 1 = missing for 2 or 3 waves from years 4−6). There were no significant interactions between missingness during pandemic waves and the change in the slope from before the pandemic to after the onset of the pandemic. Further, even with the interaction term included in the model, all significant main effects reported in the current study still came through. This result suggests that the patterns of adjustment trajectories for each latent profile group are consistent regardless of missing data.
References
Afriat, M., De France, K., Stack, D. M., Serbin, L. A., & Hollenstein, T. (2023). Relationship quality and mental health implications for adolescents during the COVID-19 pandemic: A longitudinal study. Journal of Child and Family Studies, 1–11. https://doi.org/10.1007/s10826-022-02519-3.
Alamolhoda, S. H., Zare, E., Atena H. Z., Zalpour, A., Vakili, F., Razie Mohammadi C., Ebadifard, R., Masoumi, M., Niayesh K., & Malihe N. (2022). Adolescent mental health during covid-19 pandemics: A systematic review. International Journal of Adolescent Medicine and Health. https://doi.org/10.1515/ijamh-2022-0058.
Alt, P., Reim, J., & Walper, S. (2021). Fall from grace: Increased loneliness and depressiveness among extraverted youth during the German COVID-19 lockdown. Journal of Research on Adolescence, 31(3), 678–691. https://doi.org/10.1111/jora.12648.
Armsden, G. C., & Greenberg, M. T. (1987). The inventory of parent and peer attachment: Individual differences and their relationship to psychological well-being in adolescence. Journal of Youth and Adolescence, 16(5), 427–454. https://doi.org/10.1007/BF02202939.
Asendorpf, J. B. (1990). Beyond social withdrawal: Shyness, unsociability, and peer avoidance. Human Development, 33(4–5), 250–259. https://doi.org/10.1159/000276522.
Blakemore, S.-J., & Mills, K. L. (2014). Is adolescence a sensitive period for sociocultural processing? Annual Review of Psychology, 65, 187–207. https://doi.org/10.1146/annurev-psych-010213-115202.
Borg, M. E., & Willoughby, T. (2021). A latent class examination of affinity for aloneness in late adolescence and emerging adulthood. Social Development, 31(3), 587–602. https://doi.org/10.1111/sode.12564.
Borg, M. E., & Willoughby, T. (2022a). Affinity for solitude and motivations for spending time alone among early and mid- adolescents. Journal of Youth and Adolescence, 51(1), 156–168. https://doi.org/10.1007/s10964-021-01520-1.
Borg, M. E., & Willoughby, T. (2023). When is solitude maladaptive for adolescents? A comprehensive study of sociability and characteristics of solitude. Journal of Youth and Adolescence, 52(12), 2647–2660. https://doi.org/10.1007/s10964-023-01856-w.
Burger, J. M. (1995). Individual differences in preference for solitude. Journal of Research in Personality, 29(1), 85–108. https://doi.org/10.1006/jrpe.1995.1005.
Bowker, J. C., Markovic, A., Cogswell, A., & Raja, R. (2012). Moderating effects of aggression on the associations between social withdrawal subtypes and peer difficulties during early adolescence. Journal of Youth and Adolescence, 41(8), 995–1007. https://doi.org/10.1007/s10964-011-9712-0.
Bruch, M. A., Gorsky, J. M., Collins, T. M., & Berger, P. A. (1989). Shyness and sociability reexamined: A multicomponent analysis. Journal of Personality and Social Psychology, 57(5), 904–915. https://doi.org/10.1037/0022-3514.57.5.904.
Cheek, J. M., & Buss, A. H. (1981). Shyness and sociability. Journal of Personality and Social Psychology, 41(2), 330–339. https://doi.org/10.1037/0022-3514.41.2.330.
Chen, X. (2010). Shyness-inhibition in childhood and adolescence: A cross-cultural perspective. In K. H. Rubin & R. J. Coplan (Eds.), The development of shyness and social withdrawal (pp. 213–235). The Guilford Press.
Choi, J., Kim, N., Kim, J., & Choi, I. (2022). Longitudinal examinations of changes in well-being during the early period of the COVID-19 pandemic: Testing the roles of extraversion and social distancing. Journal of Research in Personality, 101, 104306. https://doi.org/10.1016/j.jrp.2022.104306.
Coplan, R. J., Ooi, L. L., & Baldwin, D. (2019). Does it matter when we want to be alone? Exploring developmental timing effects in the implications of unsociability. New Ideas in Psychology, 53, 47–57. https://doi.org/10.1016/j.newideapsych.2018.01.001.
Coplan, R. J., Hipson, W. E., & Bowker, J. C. (2021). Social withdrawal and aloneliness in adolescence: Examining the implications of too much and not enough solitude. Journal of Youth and Adolescence, 50, 1219-1233. https://doi.org/10.1007/s10964-020-01365-0.
Daly, O., & Willoughby, T. (2020). A longitudinal person-centered examination of affinity for aloneness among children and adolescents. Child Development, 91, 2001–2018. https://doi.org/10.1111/cdev.13411.
Danneel, S., Maes, M., Vanhalst, J., Bijttebier, P., & Goossens, L. (2018). Developmental change in loneliness and attitudes toward aloneness in adolescence. Journal of Youth and Adolescence, 47(1), 148–161. https://doi.org/10.1007/s10964-017-0685-5.
Erikson, E. H. (1993). Childhood and Society. W. W. Norton & Company.
Fendrich, M., Weissman, M. M., & Warner, V. (1990). Screening for depressive disorder in children and adolescents: Validating the Center for Epidemiologic Studies Depression Scale for Children. American Journal of Epidemiology, 131(3), 538–551. https://doi.org/10.1093/oxfordjournals.aje.a115529.
Furman, W., & Buhrmester, D. (1992). Age and sex differences in perceptions of networks of personal relationships. Child Development, 63(1), 103–115. https://doi.org/10.2307/1130905.
Goossens, L. (2014). Affinity for aloneness in adolescence and preference for solitude in childhood. In R. J. Coplan & J. C. Bowker (Eds), The Handbook of Solitude (pp. 150–166). Wiley-Blackwell. https://doi.org/10.1002/9781118427378.ch9.
Gullone, E. & Robinson, K. (2005). The Inventory of Parent and Peer Attachment-Revised (IPPA-R) for children: A psychometric investigation. Clinical Psychology & Psychotherapy, 12(1), 67–79. https://doi.org/10.1002/cpp.433.
Hollenstein, T., Colasante, T., & Lougheed, J. P. (2021). Adolescent and maternal anxiety symptoms decreased but depressive symptoms increased before to during COVID-19 lockdown. Journal of Research on Adolescence, 31(3), 517–530. https://doi.org/10.1111/jora.12663.
Houghton, S., Kyron, M., Hunter, S. C., Lawrence, D., Hattie, J., Carroll, A., & Zadow, C. (2022). Adolescents’ longitudinal trajectories of mental health and loneliness: The impact of COVID-19 school closures. Journal of Adolescence, 94(2), 191–205. https://doi.org/10.1002/jad.12017.
Jamil, A., Syed, J., Kanwal, S., Ain, Q. U., Namroz, N., Gul, A., & Jamil, A. (2022). Loneliness and mental health related impacts of COVID-19: A narrative review. International Journal of Adolescent Medicine and Health. https://doi.org/10.1515/ijamh-2022-0032.
Kalenkoski, C. M. & Pabilonia, S. W. (2023). Teen Social Interactions and Well-Being During the Covid-19 Pandemic. https://doi.org/10.2139/ssrn.4568746.
Kroger, J. (2006). Identity Development: Adolescence Through Adulthood (2nd ed.). SAGE Publications.
Kuznetsova, A., Brockhoff, P. B., & Christensen, R. H. B. (2017). lmerTest Package: Tests in linear mixed effects models. Journal of Statistical Software, 82, 1–26. https://doi.org/10.18637/jss.v082.i13.
La Greca, A. M. & Stone, W. L. (1993). Social Anxiety Scale for Children-Revised: Factor structure and concurrent validity. Journal of Clinical Child Psychology, 22(1), 17–27. https://doi.org/10.1207/s15374424jccp2201_2.
Larson, R. W. (1997). The emergence of solitude as a constructive domain of experience in early adolescence. Child Development, 68(1), 80–93. https://doi.org/10.1111/j.1467-8624.1997.tb01927.x.
Liu, M., Rubin, K. H., Cen, G.-Z., Gao, X., Li, D., & Chen, X. (2002). Sociability and prosocial orientation as predictors of youth adjustment: A seven-year longitudinal study in a Chinese sample. International Journal of Behavioral Development, 26(2), 128–136. https://doi.org/10.1080/01650250042000690.
Loades, M. E., Chatburn, E., Higson-Sweeney, N., Reynolds, S., Shafran, R., Brigden, A., Linney, C., McManus, M. N., Borwick, C., & Crawley, E. (2020). Rapid systematic review: The impact of social isolation and loneliness on the mental health of children and adolescents in the context of COVID-19. Journal of the American Academy of Child and Adolescent Psychiatry, 59(11), 1218–1239.e3. https://doi.org/10.1016/j.jaac.2020.05.009.
Madley-Dowd, P., Hughes, R., Tilling, K., & Heron, J. (2019). The proportion of missing data should not be used to guide decisions on multiple imputation. Journal of Clinical Epidemiology, 110, 63–73. https://doi.org/10.1016/j.jclinepi.2019.02.016.
Marani, M., Katul, G. G., Pan, W. K., & Parolari, A. J. (2021). Intensity and frequency of extreme novel epidemics. Proceedings of the National Academy of Sciences of the United States of America, 118(35). https://doi.org/10.1073/pnas.2105482118.
Marini, Z., Spear, S., & Bombay, K. (1999). Peer victimization in middle childhood: Characteristics, causes, and consequences of school bullying. Brock Education Journal, 9(1). https://doi.org/10.26522/brocked.v9i1.329.
Marcoen, A., Goossens, L., & Caes, P. (1987). Lonelines in pre-through late adolescence: Exploring the contributions of a multidimensional approach. Journal of Youth and Adolescence, 16(6), 561–577. https://doi.org/10.1007/BF02138821.
Mathieu, E., Ritchie, H., Rodés-Guirao, L., Appel, C., Giattino, C., Hasell, J., Macdonald, B., Dattani, S., Beltekian, D., Ortiz-Ospina, E., & Roser, M. (2020). Coronavirus pandemic (COVID-19). Our World in Data. https://ourworldindata.org/coronavirus.
Miers, A. C., Blöte, A. W., Heyne, D. A., & Westenberg, P. M. (2014). Developmental pathways of social avoidance across adolescence: The role of social anxiety and negative cognition. Journal of Anxiety Disorders, 28(8), 787–794. https://doi.org/10.1016/j.janxdis.2014.09.008.
Millett, M. A., Nelson, L. J., Burk, W. J., & van den Berg, Y. H. M. (2023). Perks of the pandemic?: The impact of the COVID-19 pandemic on socially withdrawn emerging adults. Emerging Adulthood, 21676968231184284. https://doi.org/10.1177/21676968231184283.
Pierce, M., Hope, H., Ford, T., Hatch, S., Hotopf, M., John, A., Kontopantelis, E., Webb, R., Wessely, S., McManus, S., & Abel, K. M. (2020). Mental health before and during the COVID-19 pandemic: A longitudinal probability sample survey of the UK population. The Lancet. Psychiatry, 7(10), 883–892. https://doi.org/10.1016/S2215-0366(20)30308-4.
R Core Team. (2023). R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing. https://www.R-project.org/.
Reijntjes, A., Dekovic, M., & Telch, M. J. (2007). Support for the predictive validity of the SASC-R: linkages with reactions to an in vivo peer evaluation manipulation. Journal of Anxiety Disorders, 21(7), 903–917.
Sabato, H., Abraham, Y., & Kogut, T. (2021). Too lonely to help: Early adolescents’ social connections and willingness to help during COVID-19 lockdown. Journal of Research on Adolescence, 31(3), 764–779. https://doi.org/10.1111/jora.12655.
Schafer, J. L., & Graham, J. W. (2002). Missing data: our view of the state of the art. Psychological Methods, 7(2), 147–177.
Searle, S. R., Speed, F. M., & Milliken, G. A. (1980). Population marginal means in the linear model: An alternative to least squares means. The American Statistician, 34(4), 216–221. https://doi.org/10.1080/00031305.1980.10483031.
Takács, J., Katona, Z. B., & Ihász, F. (2023). A large sample cross-sectional study on mental health challenges among adolescents and young adults during the COVID-19 pandemic at-risk group for loneliness and hopelessness during the COVID-19 pandemic. Journal of Affective Disorders. https://doi.org/10.1016/j.jad.2023.01.067.
Thomas, V., & Azmitia, M. (2019). Motivation matters: Development and validation of the Motivation for Solitude Scale - Short Form (MSS-SF). Journal of Adolescence, 70, 33–42. https://doi.org/10.1016/j.adolescence.2018.11.004.
van der Laan, S. E. I., Lenters, V. C., Finkenauer, C., van Harmelen, A.-L., van der Ent, C. K., & Nijhof, S. L. (2022). Tracking mental wellbeing of Dutch adolescents during the first year of the COVID-19 lockdown: A longitudinal study. Journal of Adolescent Health Care. https://doi.org/10.1016/j.jadohealth.2022.06.006.
Weissman, M. M., Orvaschel, H., & Padian, N. (1980). Children’s symptom and social functioning: Self-report scales. Journal of Nervous and Mental Disorders, 168, 736–740. http://www.highriskdepression.org/files/1980D.pdf.
Willoughby, T., Heffer, T., van Noordt, S., Desjardins, J., Segalowitz, S., & Schmidt, L. (2021). An ERP investigation of children and adolescents’ sensitivity to wins and losses during a peer observation manipulation. Developmental Cognitive Neuroscience, 51, 100995. https://doi.org/10.1016/j.dcn.2021.100995.
Zheng, K., Coplan, R. J., Chen, X., & Bian, Y. (2022). Longitudinal associations between depressive symptoms and preference for solitude among Chinese early adolescents: Separating between-person from within-person effects. The Journal of Early Adolescence, 43(6). https://doi.org/10.1177/02724316221124794.
Zhou, T., Liao, L., Nguyen, T.-V. T., Li, D., & Liu, J. (2023). Solitude profiles and psychological adjustment in Chinese late adolescence: A person-centered research. Frontiers in Psychiatry, 14, 1173441. https://doi.org/10.3389/fpsyt.2023.1173441.
Zhou, Y. (2014). Predictive relations between social disinterest and peer relationships among adolescents: Moderating effects of academic achievement. Journal of Psychological Science, 37(4), 894. http://www.psysci.org/EN/Y2014/V37/I4/894.
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MEB conceived of the study, performed the statistical analysis, created visualizations, and drafted the manuscript; TW conceived of the study, facilitated data collection, participated in performing the statistical analysis, and helped to draft the manuscript. Both authors read and approved the final manuscript.
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This study was supported by a grant from the Canadian Institutes of Health Research to Teena Willoughby.
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Borg, M.E., Willoughby, T. Longitudinal Changes in Psychosocial Adjustment Before and During the COVID-19 Pandemic for Adolescents with Differential Patterns of Solitude and Sociability. J. Youth Adolescence (2024). https://doi.org/10.1007/s10964-024-02004-8
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DOI: https://doi.org/10.1007/s10964-024-02004-8