Abstract
Parental absence, a consequence of parents’ rural-to-urban migration, exerts negative influences on their left-behind adolescents in rural China. Existing studies are limited by their focus on the isolated developmental outcomes of left-behind adolescents and by a dearth of work focused on naturally occurring patterns of their developmental outcomes. The present study used a person-centered approach to identify adolescents’ adaptation profiles based on internalizing indicators (i.e., depressive symptoms, loneliness, subjective happiness, life satisfaction), externalizing indicators (i.e., rule-breaking behavior, aggressive behavior, prosocial behavior) and academic achievement and to relate these profiles to left-behind status, characteristics of parent-adolescent separation and gender. The study included 2102 adolescents (Mage = 13.48 ± 1.10 years, 46.8% girls) in junior high schools in rural China. A latent profile analysis identified 3 profiles: an adequate adaptation profile, an internalizing problem profile and an externalizing problem profile. These profiles were linked to left-behind status, to characteristics of parent-adolescent separation (i.e., separation duration, interval of long-distance communication and face-to-face communication) and to gender. These findings provide significant implications for future research and the development of interventions.
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References
Achenbach, T. M. (1991). Manual for the child behavior checklist/4-18 and profile. Burlington, VT: University of Vermont, Department of Psychiatry.
All-China Women’s Federation. (2013). China’s rural left-behind children, rural and urban migrant children research report. Retrieved from: http://acwf.people.com.cn/n/2013/0510/c99013-21437965.html.
Asher, S. R., Hymel, S., & Renshaw, P. D. (1984). Loneliness in children. Child Development, 55, 1456–1464. https://doi.org/10.2307/1130015.
Bowlby, J. (1969). Attachment and loss, volume 1: Attachment. New York, NY: Basic Books.
Bowlby, J. (1977). The making and breaking of affectional bonds: I: Aetiology and psychopathology in the light of attachment theory. British Journal of Psychiatry, 130, 201–210. https://doi.org/10.1192/bjp.130.3.201.
Broidy, L., Nagin, D., Tremblay, R., Bates, J., Brame, B., Dodge, K., & Vitaro, F. (2003). Developmental trajectories of childhood disruptive behaviors and adolescent delinquency: A six-site, cross-national study. Developmental Psychology, 39, 222–245. https://doi.org/10.1037/0012-1649.39.2.222.
Calvete, E., & Cardeñoso, O. (2005). Gender differences in cognitive vulnerability to depression and behavior problems in adolescents. Journal of Abnormal Child Psychology, 33(2), 179–192. https://doi.org/10.1007/s10802-005-1826-y.
Chaudoir, S. R., & Fisher, J. D. (2010). The disclosure processes model: Understanding disclosure decision making and postdisclosure outcomes among people living with a concealable stigmatized identity. Psychological Bulletin, 136(2), 236–256. https://doi.org/10.1037/a0018193.
Chen, M., & Chan, K. L. (2016). Parental absence, child victimization, and psychological well-being in rural China. Child Abuse & Neglect, 59, 45–54. https://doi.org/10.1016/j.chiabu.2016.07.009.
Chen, X., Rubin, K. H., & Li, D. (1997). Relation between academic achievement and social adjustment: Evidence from Chinese children. Developmental Psychology, 33(3), 518–525. https://doi.org/10.1037/0012-1649.33.3.518.
Cheng, J., & Sun, Y. H. (2015). Depression and anxiety among left-behind children in China: A systematic review. Child: Care, Health and Development, 41(4), 515–523. https://doi.org/10.1111/cch.12221.
Cook, E. C., Pflieger, J. C., Connell, A. M., & Connell, C. M. (2015). Do specific transitional patterns of antisocial behavior during adolescence increase risk of problems in young adulthood? Journal of Abnormal Child Psychology, 43(1), 95–106. https://doi.org/10.1007/s10802-014-9880-y.
Dai, Q., & Chu, R. X. (2016). Anxiety, happiness and self-esteem of western Chinese left-behind children. Child Abuse & Neglect, 59, 45–54. https://doi.org/10.1016/j.chiabu.2016.08.002.
Dawson, G., Ashman, S. B., & Carver, L. J. (2000). The role of early experience in shaping behavioral and brain development and its implications for social policy. Development & Psychopathology, 12(4), 695–712. https://doi.org/10.1017/s0954579400004089.
Ding, X., Liu, J., Coplan, R. J., Chen, X., Li, D., & Sang, B. (2014). Self-reported shyness in Chinese children: Validation of the children’s shyness questionnaire, and exploration of its links with adjustment and the role of coping. Personality & Individual Differences, 68(4), 183–188. https://doi.org/10.1016/j.paid.2014.04.027.
Eagly, A. H., Wood, W., & Diekman, A. H. (2000). Social role theory of sex differences and similarities: A current appraisal. In T. Eckes & H. M. Trautner (Eds), The developmental social psychology of gender (pp. 123–174). Mahwah, NJ: Erlbaum.
Elder, G. H., Shanahan, M. J., & Jennings, J. A. (2015). Human Development in Time and Place. In: Handbook of Child Psychology and Developmental Science (7th ed., pp. 6-54). New Jersey: John Wiley & Sons, Inc.
Fan, F., & Sang, B. (2005). Absence of parental upbringing and liushou children’s personality, academic achievements as well as behavior problems. Psychological Science, 28, 855–858. https://doi.org/10.16719/j.cnki.1671-6981.2005.04.022.
Fan, F., Su, L., Gill, M. K., & Birmaher, B. (2010). Emotional and behavioral problems of Chinese left-behind children: A preliminary study. Social Psychiatry and Psychiatric Epidemiology, 45(6), 655–664. https://doi.org/10.1007/s00127-009-0107-4.
Givaudan, M., & Pick, S. (2013). Children left behind: How to mitigate the effects and facilitate emotional and psychosocial development: Supportive community networks can diminish the negative effects of parental migration. Child Abuse & Neglect, 37(12), 1080–1090. https://doi.org/10.1016/j.chiabu.2013.10.019.
Greener, H. S. (2000). Peer assessment of children’s prosocial behaviour. Journal of Moral Education, 29(1), 47–60. https://doi.org/10.1080/030572400102925.
Guang, Y., Feng, Z., Yang, G., Yang, Y., Wang, L., Dai, Q., & Zhao, M. (2017). Depressive symptoms and negative life events: What psycho-social factors protect or harm left-behind children in China. BMC Psychiatry, 17(1), 402 https://doi.org/10.1186/s12888-017-1554-1.
He, B., Fan, J., Liu, N., Li, H., Wang, Y., Williams, J., & Wong, K. (2012). Depression risk of ‘left-behind children’ in rural China. Psychiatry Research, 200, 306–312. https://doi.org/10.1016/j.psychres.2012.04.001.
Horan, J. M., Brown, J. L., Jones, S. M., & Aber, J. L. (2016). The influence of conduct problems and callous-unemotional traits on academic development among youth. Journal of Youth and Adolescence, 45(6), 1245–1260. https://doi.org/10.1007/s10964-015-0349-2.
Hou, J., Zou, H., & Li, X. W. (2009). The characteristics of the family environment and its influence on the life satisfaction of migrant children. Psychological Development and Education, (02), 48-54. https://doi.org/10.16187/j.cnki.issn1001-4918.2009.02.022.
Hu, H., Lu, S., & Huang, C. C. (2014). The psychological and behavioral outcomes of migrant and left-behind children in China. Children & Youth Services Review, 46, 1–10. https://doi.org/10.1016/j.childyouth.2014.07.021.
Huebner, E. S. (1991). Initial development of the student’s life satisfaction scale. School Psychology International, 12(3), 231–240. https://doi.org/10.1177/0143034391123010.
Jia, Z., & Tian, W. (2010). Loneliness of left-behind children: A cross-sectional survey in a sample of rural China. Child: Care, Health and Development, 36, 812–817. https://doi.org/10.1111/j.1365-2214.2010.01110.x.
Keiley, M. K., Lofthouse, N., Bates, J. E., Dodge, K. A., & Pettit, G. S. (2003). Differential risks of covarying and pure components in mother and teacher reports of externalizing and internalizing behavior across ages 5 to 14. Journal of Abnormal Child Psychology, 31, 267–283. https://doi.org/10.1023/A:1023277413027.
Kovacs, M. (1992). Children’s depression inventory manual. North Tonawanda, NY: Multi-Health Systems, Inc.
Ladd, G. W., & Profilet, S. M. (1996). The child behavior scale: A teacher-report measure of young children’s aggressive, withdrawn, and prosocial behaviors. Developmental Psychology, 32(6), 1008–1024. https://doi.org/10.1037/0012-1649.32.6.1008.
Lamb, M. E. (2015). Handbook of child psychology and developmental science: Socioemotional processes (Vol. 3). New Jersey: John Wiley & Sons.
Lerner, R. M., Villarruel, F. A., & Castellino, D. R. (1999). Adolescence. In W. K. Silverman & T. H. Ollendick (Eds), Developmental issues in the clinical treatment of children (pp. 125–136). Needham Heights, MA: Allyn & Bacon.
Leung, P. W. L., Kwong, S. L., Tang, C. P., Ho, T. P., Hung, S. F., Lee, C. C., & Liu, W. S. (2006). Test-retest reliability and criterion validity of the Chinese version of CBCL, TRF, and YSR. Journal of Child Psychology and Psychiatry, 47(9), 970–973. https://doi.org/10.1111/j.1469-7610.2005.01570.x.
Li, Y., & Xiang, J. (2010). The research on parent-child relationships in left-behind children view. Social Psychological Science, 25, 248–251.
Ling, H., Fu, E., & Zhang, J. (2015). Effects of separation age and separation duration among left-behind children in China. Social Behavior & Personality: An International Journal, 43(2), 241–253. https://doi.org/10.2224/sbp.2015.43.2.241.
Liu, Z., Li, X., & Ge, X. (2009). Left too early: The effects of age at separation from parents on Chinese rural children’s symptoms of anxiety and depression. American Journal of Public Health, 99(11), 2049–2054. https://doi.org/10.2105/AJPH.2008.150474.
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.
Lu, Y. (2012). Education of children left behind in rural China. Journal of Marriage and Family, 74(2), 328–341. https://doi.org/10.1111/j.1741-3737.2011.00951.x.
Lyubomirsky, S., & Lepper, H. S. (1999). A measure of subjective happiness: Preliminary reliability and construct validation. Social Indicators Research, 46(2), 137–155. https://doi.org/10.1023/A:1006824100041.
Magnusson, D., & Bergman, L. R. (1988). Individual and variable-based approaches to longitudinal research on early risk factors. In M. Rutter (Ed.), Studies of psychosocial risk: The power of longitudinal data (pp. 45–61). New York, NY, US: Cambridge University Press.
Marceau, K., Lichtenstein, P., & Reiss, D. (2012). Genetic and environmental influences on the association between pubertal maturation and internalizing symptoms. Journal of Youth and Adolescence, 41(9), 1111–1126. https://doi.org/10.1007/s10964-012-9762-y.
Moilanen, K. L., Shaw, D. S., & Maxwell, K. L. (2010). Developmental cascades: Externalizing, internalizing, and academic competence from middle childhood to early adolescence. Development and Psychopathology, 22(3), 635–653. https://doi.org/10.1017/S0954579410000337.
Muthén, B., & Muthén, L. K. (2000). Integrating person-centered and variable-centered analyses: Growth mixture modeling with latent trajectory classes. Alcoholism Clinical & Experimental Research, 24(6), 882–891. https://doi.org/10.1111/j.1530-0277.2000.tb02070.x.
National Bureau of Statistics of China. (2011). National Bureau of Statistics of People’s Republic of China on major figures of the 2010 population census. Retrieved from 20 Jun 2018, http://www.chinadaily.com.cn/china/2011-04/28/content_12415526.htm.
Petersen, A. C., Sarigiani, P. A., & Kennedy, R. E. (1991). Adolescent depression: Why more girls? Journal of Youth and Adolescence, 20, 247–271. https://doi.org/10.1007/BF01537611.
Rescorla, L., Achenbach, T. M., Ivanova, M. Y., Dumenci, L., Almqvist, F., Bilenberg, N., & Verhulst, F. (2007). Epidemiological comparisons of problems and positive qualities reported by adolescents in 24 countries. Journal of Consulting and Clinical Psychology, 75, 351–358. https://doi.org/10.1037/0022-006X.75.2.351.
Rutter, M., Caspi, A., & Moffitt, T. E. (2003). Using sex differences in psychopathology to study causal mechanisms: Unifying issues and research strategies. Journal of Child Psychology and Psychiatry, 44, 1092–1115. https://doi.org/10.1111/1469-7610.00194.
Steinberg, L. (2014). Adolescence. 10th ed New York, NY: McGraw-Hill.
Steinberg, L., & Morris, A. S. (2001). Adolescent development. Annual Review of Psychology, 52, 83–110. https://doi.org/10.1146/annurev.psych.52.1.83.
Su, S., Li, X., Lin, D., Xu, X., & Zhu, M. (2012). Psychological adjustment among left-behind children in rural China: The role of parental migration and parent-child communication. Child: Care, Health and Development, 39(2), 162–170. https://doi.org/10.1111/j.1365-2214.2012.01400.x.
Sun, X., Tian, Y., Zhang, Y., Xie, X., Heath, M. A., & Zhou, Z. (2015). Psychological development and educational problems of left-behind children in rural China. School Psychology International, 36(3), 227–252. https://doi.org/10.1177/0143034314566669.
Sun, X. J., Zhou, Z. K., Wang, Y., & Fan, C. Y. (2010). Loneliness of children left in rural areas and its relation to peer relationship. Psychological Science, 33(2), 337–340. https://doi.org/10.16719/j.cnki.1671-6981.2010.02.058.
Vaughan, C. A., & Halpern, C. T. (2010). Gender differences in depressive symptoms during adolescence: The contributions of weight-related concerns and behaviors. Journal of Research on Adolescence, 20, 389–419. https://doi.org/10.1111/j.1532-7795.2010.00646.x.
Vermunt, J. K., & Magidson, J. (2002). Latent class cluster analysis. In J. A. Hagenaars, A. L. McCutcheon, (eds.) Applied latent class analysis. (https://doi.org/10.1017/CBO9780511499531.004. 89–106). Cambridge, United Kingdom: Cambridge University Press.
Wang, L., Feng, Z., Yang, G., Yang, Y., Dai, Q., Hu, C., & Zhao, M. (2015). The epidemiological characteristics of depressive symptoms in the left-behind children and adolescents of Chongqing in China. Journal of Affective Disorders, 177, 36–41. https://doi.org/10.1016/j.jad.2015.01.002.
Wang, X., Hu, X., & Shen, J. (2011). Affection of left-behind children’s friendship quality on loneliness and depression. Chinese Journal of Clinical Psychology, 19, 252–254. https://doi.org/10.16128/j.cnki.1005-3611.2011.02.024.
Wang, L., & Mesman, J. (2015). Child development in the face of rural-to-urban migration in China: A meta-analytic review. Perspectives on Psychological Science, 10(6), 813–831. https://doi.org/10.1177/1745691615600145.
Wei, X., Lv, N., Ji, L. Q., Chen, L., & Zhang, W. (2015). Children’s prosocial behavior and their psychosocial adjustment. Psychological Development and Education, 31(4), 402–410. https://doi.org/10.16187/j.cnki.issn1001-4918.2015.04.03.
Wen, M., & Lin, D. (2012). Child development in rural china: children left behind by their migrant parents and children of nonmigrant families. Child Development, 83(1), 120–136. https://doi.org/10.1111/j.1467-8624.2011.01698.x.
Wu, Q., Lu, D., & Kang, M. (2015). Social capital and the mental health of children in rural China with different experiences of parental migration. Social Science & Medicine, 132, 270–277. https://doi.org/10.1016/j.socscimed.2014.10.050.
Wu, J., & Zhang, J. (2017). The effect of parental absence on child development in rural China. Social Science Electronic Publishing, 12(1), 117–134. https://doi.org/10.1111/aepr.12166.
Xu, W., Yan, N., Chen, G., Zhang, X., & Feng, T. (2018). Parent-child separation: the relationship between separation and psychological adjustment among Chinese rural children. Quality of Life Research, 27, 913–921. https://doi.org/10.1007/s11136-017-1776-1.
Yang, Q., Zhou, L., Hu, Y., Zhu., C., & Sun, H. (2014). Influence of parent-adolescent communication on behavioral problems of left-behind children. Chinese Journal of Clinical Psychology, 6, 1118–1120. https://doi.org/10.16128/j.cnki.1005-3611.2014.06.037.
Ye, J. Z., & Pan, L. (2011). Differential childhoods: Children left behind in rural China. Journal of Peasant Studies, 38(2), 355–377. https://doi.org/10.1080/03066150.2011.559012.
Yu, D. W., & Li, X. (2000). Children’s depression inventory: The application in China. Chinese Journal of Mental Health, 4, 225–227. https://doi.org/10.3321/j.issn:1000-6729.2000.04.003.
Zhang, H., Behrman, J. R., Chengze, S. F., Wei, X., & Zhang, J. (2014). Does parental absence reduce cognitive achievements? Evidence from rural China. Journal of Development Economics, 111, 181–195. https://doi.org/10.1016/j.jdeveco.2014.09.004.
Zhang, W., Chen, L., Yu, F., Wang, S., & Nurmi, J. E. (2015). Hopes and fears for the future among Chinese adolescents. Journal of Research on Adolescence, 25(4), 622–629. https://doi.org/10.1111/jora.12166.
Zhang, W., Zhang, L., Chen, L., Ji, L., & Deater-Deckard, K. (2018). Developmental changes in longitudinal associations between academic achievement and psychopathological symptoms from late childhood to middle adolescence. Journal of Child Psychology and Psychiatry, 60(2), 178–188. https://doi.org/10.1111/jcpp.12927.
Zhao, J., Liu, X., & Wang, M. (2015). Parent-child cohesion, friend companionship and left-behind children’s emotional adaptation in rural China. Child Abuse & Neglect, 48, 190–199. https://doi.org/10.1016/j.chiabu.2015.07.005.
Zhao, J., Liu, X., & Zhang, W. (2013). Peer rejection, peer acceptance and psychological adjustment of left-behind children: The roles of parental cohesion and children’s cultural beliefs about adversity. Acta Psychologica Sinica, 45(7), 797–810. https://doi.org/10.3724/SP.J.1041.2013.00797.
Zhao, J., Sun, P., Wang, M., & Zhang, W. (2018). Left-behind adolescents’ hopes and fears for the future in rural China. Journal of Adolescence, 63, 64–74. https://doi.org/10.1016/j.adolescence.2017.11.015.
Authors’ Contributions
J.Z. conceived of the study and participated in the interpretation of the data, perform the statistical analysis, and drafted the manuscript; Q.L. helped to draft the manuscript and participated in the interpretation of the data; L.W. helped to perform the statistical analysis and participated in the interpretation of the data; L.L. helped to perform the statistical analysis and drafted the manuscript; W.Z. conceived of the study, participated in its design and coordination. All authors read and approved the final manuscript.
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This study was supported by the National Project for Educational Sciences Planning in China (grant number: Project No. CBA130126).
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Zhao, J., Li, Q., Wang, L. et al. Latent Profile Analysis of Left-behind Adolescents’ Psychosocial Adaptation in Rural China. J Youth Adolescence 48, 1146–1160 (2019). https://doi.org/10.1007/s10964-019-00989-1
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DOI: https://doi.org/10.1007/s10964-019-00989-1