Using latent profile analysis, we derived psychological profiles of undergraduates during the pandemic and investigated profiles’ differential associations with COVID-19 impact and social adjustment. Participants (N = 517) completed measures of depression, loneliness, and anxiety, and two indices of social adjustment: friendship support and social connectedness. We identified Severe, Moderate, and Mild symptom profiles. Higher COVID-19 impact was associated with increased odds of belonging to the Severe versus Moderate and Mild profiles, and the Moderate versus Mild profile. On social adjustment, the Mild profile outscored the Moderate profile, which outscored the Severe profile. Overall, findings imply that individuals who perceive high levels of COVID-19 impact are especially likely to belong to a profile characterized by severe psychological symptoms and that membership in this profile is associated with social maladjustment.
ArnettJ. J. (2000). Emerging adulthood: A theory of development from the late teens through the twenties. American Psychologist, 55(5), 469–480. doi.org/10.1037/0003-066X.55.5.469
2.
AsherS. R.WeeksM. S. (2014). Loneliness and belongingness in the college years. In CoplanR. J.BowkerJ. C. (Eds.), The handbook of solitude: Psychological perspectives on social isolation, social withdrawal, and being alone (1st ed., pp. 283–301). Wiley.
3.
AsparouhovT.MuthénB. (2014). Auxiliary variables in mixture modeling: Using the BCH method in Mplus to estimate a distal outcome model and an arbitrary secondary model. Mplus Web Notes: No. 21www.statmodel.com/examples/webnotes/webnote21.pdf
4.
BagwellC. L.SchmidtM. E. (2011). Friendships in childhood and adolescence. Guilford Press.
5.
BarryC. M.MadsenS. D.DeGraceA. (2016). Growing up with a little help from their friends in emerging adulthood. In ArnettJ. J. (Ed.), The Oxford handbook of emerging adulthood (pp. 215–229). Oxford University Press.
6.
BaumeisterR. F.LearyM. R. (1995). The need to belong: Desire for interpersonal attachments as a fundamental human motivation. Psychological Bulletin, 117(3), 497–529. https://doi.org/10.1037/0033-2909.117.3.497
7.
BewickB.KoutsopoulouG.MilesJ.SlaaE.BarkhamM. (2010). Changes in undergraduate students’ psychological well-being as they progress through university. Studies in Higher Education, 35(6), 633–645. https://doi.org/10.1080/03075070903216643
8.
BlancaM. J.ArnauJ.López-MontielD.BonoR.BendayanR. (2013). Skewness and kurtosis in real data samples. Methodology, 9(2), 78–84. https://doi.org/10.1027/1614-2241/a000057
9.
BrowningM. H.LarsonL. R.SharaievskaI.RigolonA.McAnirlinO.MullenbachL.CloutierS.VuT. M.ThomsenJ.ReignerN.MetcalfE. C.D'AntonioA.HelbichM.BratmanG. N.AlvarezH. O. (2021). Psychological impacts from COVID-19 among university students: Risk factors across seven states in the United States. PLoS One, 16(1), Article e0245327. https://doi.org/10.1371/journal.pone.0245327
CohenS.WillsT. A. (1985). Stress, social support, and the buffering hypothesis. Psychological Bulletin, 98(2), 310–357. doi.org/10.1037/0033-2909.98.2.310
DemirM.Orthel-ClarkH.ÖzdemirM.Bayram ÖzdemirS. (2015). Friendship and happiness among young adults. In DemirM. (Ed.), Friendship and happiness (pp. 117–135). Springer. https://doi.org/10.1007/978-94-017-9603-3_7
14.
EttmanC. K.AbdallaS. M.CohenG. H.SampsonL.VivierP. M.GaleaS. (2020). Prevalence of depression symptoms in US adults before and during the COVID-19 pandemic. JAMA Network, 3(9), Article e2019686. https://doi.org/10.1001/jamanetworkopen.2020.1.9686
15.
FergusonS. L.MooreE. W.HullD. M. (2020). Finding latent groups in observed data: A primer on latent profile analysis in Mplus for applied researchers. International Journal of Behavioral Development, 44(5), 458–468. doi.10.1177/0165025419881721
16.
FirkeyM. K.SheinfilA. Z.Woolf-KingS. E. (2020). Substance use, sexual behavior, and general well-being of US college students during the COVID-19 pandemic: A brief report. Journal of American College Health, 12, 1–7. https://doi.org/10.1080/07448481.2020.1869750
17.
FriedlanderL. J.ReidG. J.ShupakN.CribbieR. (2007). Social support, self-esteem, and stress as predictors of adjustment to university among first-year undergraduates. Journal of College Student Development, 48(3), 259–274. https://doi.org/10.1353/csd.2007.0024
GrantK. E.CompasB. E.StuhlmacherA. F.ThurmA. E.McMahonS. D.HalpertJ. A. (2003). Stressors and child and adolescent psychopathology: Moving from markers to mechanisms of risk. Psychological Bulletin, 129(3), 447–466. doi.org/10.1037/0033-2909.129.3.447
20.
HambyS. (2015). On the use of race and ethnicity as variables in violence research. Psychology of Violence, 5(1), 1–7. http://dx.doi.org/10.1037/a0038470
21.
HefnerJ.EisenbergD. (2009). Social support and mental health among college students. American Journal of Orthopsychiatry, 79(4), 491–499. https://doi.org/10.1037/a0016918
22.
HuckinsJ. F.DaSilvaA. W.WangW.HedlundE.RogersC.NepalS. K.WuJ.ObuchiM.MurphyE. I.MeyerM. L.WagnerD. D.HoltzheimerP. E.CampbellA. T. (2020). Mental health and behavior of college students during the early phases of the COVID-19 pandemic: Longitudinal smartphone and ecological momentary assessment study. Journal of Medical Internet Research, 22(6), Article e20185. https://doi.org/10.2196/20185
KecojevicA.BaschC. H.SullivanM.DaviN. K. (2020). The impact of the COVID-19 epidemic on mental health of undergraduate students in New Jersey, cross-sectional study. PLoS One, 15(9), Article e0239696. https://doi.org/10.1371/journal.pone.0239696
25.
KochelK. P.BagwellC. L.LaddG. W.RudolphK. D. (2017). Do positive peer relations mitigate transactions between depressive symptoms and peer victimization in adolescence?Journal of Applied Developmental Psychology, 51, 44–54. https://doi.org/10.1016/j.appdev.2017.04.003
26.
LeeC.DicksonD. A.ConleyC. S.HolmbeckG. N. (2014). A closer look at self-esteem, perceived social support, and coping strategy: A prospective study of depressive symptomatology across the transition to college. Journal of Social and Clinical Psychology, 33(6), 560–585. https://doi.org/10.1521/jscp.2014.33.6.560
27.
LeeC. M.CadiganJ. M.RhewI. C. (2020). Increases in loneliness among young adults during the COVID-19 pandemic and association with increases in mental health problems. Journal of Adolescent Health, 67(5), 714–717. doi:10.1016/j.jadohealth.2020.08.009
28.
LeeC. Y. S.GoldsteinS. E. (2016). Loneliness, stress, and social support in young adulthood: Does the source of support matter?Journal of Youth and Adolescence, 45(3), 568–580. https://doi.org/10.1007/s10964-015-0395-9
29.
LeeR. M.DraperM.LeeS. (2001). Social connectedness, dysfunctional interpersonal behaviors, and psychological distress: Testing a mediator model. Journal of Counseling Psychology, 48(3), 310–318. doi.org/10.1037/0022-0167.48.3.310
30.
LeeR. M.RobbinsS. B. (1995). Measuring belongingness: The social connectedness and the social assurance scales. Journal of Counseling Psychology, 42(2), 232–241. doi.org/10.1037/0022-0167.42.2.232
31.
LeeR. M.RobbinsS. B. (1998). The relationship between social connectedness and anxiety, self-esteem, and social identity [Editorial]. Journal of Counseling Psychology, 45(3), 338–345. doi.org/10.1037/0022-0167.45.3.338
McLarnonM. J.O’NeillT. A. (2018). Extensions of auxiliary variable approaches for the investigation of mediation, moderation, and conditional effects in mixture models. Organizational Research Methods, 21(4), 955–982. https://doi.org/10.1177/1094428118770731
34.
McQuaidR. J.CoxS. M.OgunlanaA.JaworskaN. (2021). The burden of loneliness: Implications of the social determinants of health during COVID-19. Psychiatry Research, 296(3), Article 113648. https://doi.org/10.1016/j.psychres.2020.113648
35.
MountsN. S.ValentinerD. P.AndersonK. L.BoswellM. K. (2006). Shyness, sociability, and parental support for the college transition: Relation to adolescents’ adjustment. Journal of Youth and Adolescence, 35(1), 68–77. https://doi.org/10.1007/s10964-005-9002-9
NicponM. F.HuserL.BlanksE. H.SollenbergerS.BefortC.KurpiusS. E. R. (2006). The relationship of loneliness and social support with college freshmen's academic performance and persistence. Journal of College Student Retention: Research, Theory & Practice, 8(3), 345–358. https://doi.org/10.2190/A465-356M-7652-783R
38.
Nylund-GibsonK.ChoiA. Y. (2018). Ten frequently asked questions about latent class analysis. Translational Issues in Psychological Science, 4(4), 440–461. doi.org/10.1037/tps0000176
39.
Nylund-GibsonK.GrimmR. P.MasynK. E. (2019). Prediction from latent classes: A demonstration of different approaches to include distal outcomes in mixture models. Structural Equation Modeling: A Multidisciplinary Journal, 26(6), 967–985. https://doi.org/10.1080/10705511.2019.1590146
40.
ProwseR.SherrattF.AbizaidA.GabrysR. L.HellemansK. G.PattersonZ. R.McQuaidR. J. (2021). Coping with the COVID-19 pandemic: Examining gender differences in stress and mental health among university students. Frontiers in Psychiatry, 12, 1–11. https://doi.org/10.3389/fpsyt.2021.650759
41.
RadloffL.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
42.
RudolphK. D. (2009). The interpersonal context of adolescent depression. In Nolen-HoeksemaS.HiltL. (Eds.), Handbook of adolescent depression. Lawrence Erlbaum.
43.
SheetsR. L.Jr.MohrJ. J. (2009). Perceived social support from friends and family and psychosocial functioning in bisexual young adult college students. Journal of Counseling Psychology, 56(1), 152–163. doi.org/10.1037/0022-0167.56.1.152
44.
SkinnerA. T.LansfordJ. E. (2020). Experiences related to COVID-19. [Unpublished measure]. Sanford School of Public Policy, Duke, University.
45.
SoriaK. M.RobertsB. J.HorgosB.HallahanK. (2020). Undergraduates’ experiences during the COVID-19. pandemic: Disparities by race and ethnicity [Report]. SERU Consortium, University of California – Berkeley and University of Minnesota. https://conservancy.umn.edu/handle/11299/218339
46.
SpitzerR. L.KroenkeK.WilliamsJ. B.LöweB. (2006). A brief measure for assessing generalized anxiety disorder: The GAD-7. Archives of Internal Medicine, 166(10), 1092–1097. doi:10.1001/archinte.166.10.1092
47.
SullivanH. S. (1953). The interpersonal theory of psychiatry. Norton.
48.
SwensonL. M.NordstromA.HiesterM. (2008). The role of peer relationships in adjustment to college. Journal of College Student Development, 49(6), 551–567. https://doi.org/10.1353/csd.0.0038
49.
TassoA. F.Hisli SahinN.San RomanG. J. (2021). COVID-19 disruption on college students: Academic and socioemotional implications. Psychological Trauma: Theory, Research, Practice, and Policy, 13(1), 9–15. doi.org/10.1037/tra0000996
50.
ThoitsP. A. (1995). Stress, coping, and social support processes: Where are we? What next?Journal of Health and Social Behavior, (Extra Issue), 53–79. https://doi.org/10.2307/2626957
51.
WangX.HegdeS.SonC.KellerB.SmithA.SasangoharF. (2020). Investigating mental health of US college students during the COVID-19 pandemic: Cross-sectional survey study. Journal of Medical Internet Research, 22(9), Article e22817. https://doi.org/10.2196/22817
52.
WilliamsK. L.GalliherR. V. (2006). Predicting depression and self–esteem from social connectedness, support, and competence. Journal of Social and Clinical Psychology, 25(8), 855–874. https://doi.org/10.1521/jscp.2006.25.8.855
53.
ZimetG. D.DahlemN. W.ZimetS. G.FarleyG. K. (1988). The multidimensional scale of perceived social support. Journal of Personality Assessment, 52(1), 30–41. https://doi.org/10.1207/s15327752jpa5201_2
