Abstract
Cross-sectional studies support negative associations between children’s skills in recognizing emotional expressions and their problem behaviors. Few studies have examined these associations over time, however, precluding our understanding of the direction of effects. Emotion recognition difficulties may contribute to the development of problem behaviors; additionally, problem behaviors may constrain the development of emotion recognition skill. The present study tested the bidirectional linkages between children’s emotion recognition and teacher-reported problem behaviors in 1st and 3rd grade. Specifically, emotion recognition, hyperactivity, internalizing behaviors, and externalizing behaviors were assessed in 117 children in 1st grade and in 3rd grade. Results from fully cross-lagged path models revealed divergent developmental patterns: Controlling for concurrent levels of problem behaviors and first-grade receptive language skills, lower emotion recognition in 1st grade significantly predicted greater internalizing behaviors, but not hyperactivity or externalizing behaviors, in 3rd grade. Moreover, greater hyperactivity in 1st grade marginally predicted lower emotion recognition in 3rd grade, but internalizing and externalizing behaviors were not predictive of emotion recognition over time. Together, these findings extend previous research to identify specific developmental pathways, whereby emotion recognition difficulties contribute to the development of internalizing behaviors, and early hyperactivity may contribute to the development of emotion recognition difficulties, thus highlighting the importance of examining these processes and their mutual development over time.
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Notes
These divergent findings may reflect the use of different emotion recognition measures depicting facial versus non-facial (i.e., schematic) expressions. However, children’s performance levels were similar across measures and did not reach ceiling levels in either measure.
The neutral and ambiguous expressions are used to calculate attributional biases, or the tendency to attribute an emotion to a non-emotional or ambiguous display. These faces are, thus, not included in the calculation of emotion recognition accuracy for the ACES task.
We followed reviewers’ suggestions to explore child ethnicity as a potential covariate. We found that African American children received higher ratings of externalizing behaviors than European American children at both time points. However, a path model with child ethnicity entered as a covariate revealed no significant unique effects of child ethnicity on 1st and 3rd grade externalizing behaviors. Thus, we omitted child ethnicity as a covariate in subsequent models. For full exploratory results, see Appendix.
This pattern held when controlling for effects of child ethnicity on 1st and 3rd grade externalizing behaviors; see Appendix.
References
Blair, R. J. R. (1995). A cognitive developmental approach to morality: Investigating the psychopath. Cognition, 57, 1–29. https://doi.org/10.1016/0010-0277(95)00676-P.
Boyatzis, C. J., & Satyaprasad, C. (1994). Children’s facial and gestural decoding and encoding: Relations between skills and with popularity. Journal of Nonverbal Behavior, 18, 37–55. https://doi.org/10.1007/BF02169078.
Burchinal, M. R., Roberts, J. E., Zeisel, S. A., & Rowley, S. J. (2008). Social risk and protective factors for African American children’s academic achievement and adjustment during the transition to middle school. Developmental Psychology, 44, 286–292. https://doi.org/10.1037/0012-1649.44.1.286.
Byrne, B. M. (2010). Structural equation modeling with AMOS: Basic concepts, applications, and programming. New York, NY: Taylor and Francis Group.
Calkins, S. D., & Dedmon, S. E. (2000). Physiological and behavioral regulation in two-year-old children with aggressive/destructive behavior problems. Journal of Abnormal Child Psychology, 28, 103–118. https://doi.org/10.1023/A:1005112912906.
Campbell, S. B. (1995). Behavior problems in preschool children: A review of recent research. Journal of Child Psychology and Psychiatry, 36, 113–149. https://doi.org/10.1111/j.1469-7610.1995.tb01657.x.
Campbell, S. B., Shaw, D. S., & Gilliom, M. (2000). Early externalizing behavior problems: Toddlers and preschoolers at risk for later maladjustment. Development and Psychopathology, 12, 467–488. https://doi.org/10.1017/S0954579400003114.
Camras, L. A., Castro, V. L., Halberstadt, A. G., & Shuster, M. M. (2017). Facial expressions in children are rarely prototypical. In J. A. Russell & J. M. Fernandez-Dols (Eds.), The psychology of facial expressions (2nd ed., pp. 279–296). New York: Cambridge University Press.
Casey, R. J. (1996). Emotional competence in children with externalizing and internalizing disorders. In M. Lewis & M. W. Sullivan (Eds.), Emotional development in atypical children (pp. 161–183). Mahwah, NJ: Erlbaum.
Castro, V. L., Cheng, Y., Halberstadt, A. G., & Grühn, D. (2016a). EUReKA! A conceptual model of emotion understanding. Emotion Review, 8, 258–268. https://doi.org/10.1177/1754073915580601.
Castro, V. L., Halberstadt, A. G., & Garrett-Peters, P. (2016b). A three-factor structure of emotion understanding in third-grade children. Social Development, 25, 602–622. https://doi.org/10.1111/sode.12162.
Chronaki, G., Hadwin, J. A., Garner, M., Maurage, P., & Sonuga-Barke, E. J. S. (2015). The development of emotion recognition from facial expressions and non-linguistic vocalizations during childhood. British Journal of Developmental Psychology, 33, 218–236. https://doi.org/10.1111/bjdp.12075.
Crick, N. R., & Dodge, K. A. (1994). A review and reformulation of social information-processing mechanisms in children’s social adjustment. Psychological Bulletin, 115, 74–101. https://doi.org/10.1037/0033-2909.115.1.74.
Decker, D. M., Dona, D. P., & Christenson, S. L. (2007). Behaviorally at-risk African American students: The importance of student–teacher relationships for student outcomes. Journal of School Psychology, 45, 83–109. https://doi.org/10.1016/j.jsp.2006.09.004.
Denham, S. A. (1986). Social cognition, prosocial behavior, and emotion in preschoolers: Contextual validation. Child Development, 57, 194–201. https://doi.org/10.2307/1130651.
Domitrovich, C. E., Cortes, R. C., & Greenberg, M. T. (2007). Improving young children’s social and emotional competence: A randomized trial of the preschool “PATHS” curriculum. The Journal of Primary Prevention, 28, 67–91. https://doi.org/10.1007/s10935-007-0081-0.
Duncan, G. J., Dowsett, C. J., Claessens, A., Magnuson, K., Huston, A. C., Klebanov, P., et al. (2007). School readiness and later achievement. Developmental Psychology, 43, 1428–1446. https://doi.org/10.1037/0012-1649.43.6.1428.
Dunn, D. M., & Dunn, L. M. (2007). Peabody picture vocabulary test: Manual. London: Pearson.
Eddy, J., Reid, J., & Curry, V. (2002). The etiology of youth antisocial behavior, delinquency, and violence and a public health approach to prevention. In H. Walker, M. Shinn, & M. Stoner (Eds.), Interventions for academic and behavior problems: II. Preventive and remedial approaches (pp. 27–51). Bethesda, MD: National Association of School Psychologists.
Eisenberg, N., Cumberland, A., Spinrad, T. L., Fabes, R. A., Shepard, S. A., Reiser, M., et al. (2001). The relations of regulation and emotionality to children’s externalizing and internalizing problem behavior. Child Development, 72, 1112–1134. https://doi.org/10.1111/1467-8624.00337.
Eisenberg, N., Fabes, R. A., Guthrie, I. K., Murphy, B. C., Maszk, P., Holmgren, R., et al. (1996). The relations of regulation and emotionality to problem behavior in elementary school children. Development and Psychopathology, 8, 141–162. https://doi.org/10.1017/S095457940000701X.
Elfenbein, H. A. (2013). Nonverbal dialects and accents in facial expressions of emotion. Emotion Review, 5, 90–96. https://doi.org/10.1177/1754073912451332.
Elfenbein, H. A., & Ambady, N. (2002). On the universality and cultural specificity of emotion recognition: A meta-analysis. Psychological Bulletin, 128, 203–235. https://doi.org/10.1037//0033-2909.128.2.203.
Fabes, R. A., Eisenberg, N., Karbon, M., Troyer, D., & Switzer, G. (1994). The relations of children’s emotion regulation to their vicarious emotional responses and comforting behaviors. Child Development, 65, 1678–1693. https://doi.org/10.1111/j.1467-8624.1994.tb00842.x.
Fine, S. E., Izard, C. E., Mostow, A. J., Trentacosta, C. J., & Ackerman, B. P. (2003). First grade emotion knowledge as a predictor of fifth grade self-reported internalizing behaviors in children from economically disadvantaged families. Development and Psychopathology, 15, 331–342. https://doi.org/10.1017/S095457940300018.
Garner, P. W., & Waajid, B. (2012). Emotion knowledge and self-regulation as predictors of preschoolers’ cognitive ability, classroom behavior, and social competence. Journal of Psychoeducational Assessment, 30, 330–343. https://doi.org/10.1177/0734282912449441.
Gilliom, M., & Shaw, D. S. (2004). Codevelopment of externalizing and internalizing problems in early childhood. Development and Psychopathology, 16, 313–333. https://doi.org/10.1017/s0954579404044530.
Glascoe, F. P., MacLean, W. E., & Stone, W. L. (1991). The importance of parents’ concerns about their child’s behavior. Clinical Pediatrics, 30, 8–11. https://doi.org/10.1177/000992289103000101.
Greenberg, M. T., & Kusche, C. A. (2006). Building social and emotional competence: The PATHS curriculum. In S. R. Jimerson & M. Furlong (Eds.), Handbook of school violence and school safety: From research to practice (pp. 395–412). Mahwah, NJ: Erlbaum.
Gresham, F. M., & Elliott, S. N. (1990). Social skills rating system (SSRS). Circle Pines: American Guidance Service.
Gresham, F. M., & Elliott, S. N. (2008). Social skills improvement system—Rating scales manual. Minneapolis, MN: Pearson Assessments.
Gresham, F. M., Elliott, S. N., & Kettler, R. J. (2010). Base rates of social skills acquisition/performance deficits, strengths, and problem behaviors: An analysis of the Social Skills Improvement System—Rating Scales. Psychological Assessment, 22(4), 809.
Gresham, F. M., Van, M., & Cook, C. R. (2006). Social skills training for teaching replacement behaviors: Remediation of acquisition deficits for at-risk children. Behavioral Disorders, 32, 32–46.
Hagelskamp, C., Brackett, M. A., Rivers, S. E., & Salovey, P. (2013). Improving classroom quality with the ruler approach to social and emotional learning: Proximal and distal outcomes. American Journal of Community Psychology, 51, 530–543. https://doi.org/10.1007/s10464-013-9570-x.
Halberstadt, A. G., Denham, S. A., & Dunsmore, J. C. (2001). Affective social competence. Social Development, 10, 79–119. https://doi.org/10.1111/1467-9507.00150.
Halberstadt, A. G., Lozada, F. T., Leary, K. A., Sibley, P. A., & Garrett-Peters, P. (2010). The increasingly clear emotions (ICE) task. Raleigh, NC: Unpublished measure, Department of Psychology, North Carolina State University.
Halberstadt, A. G., Parker, A. E., & Castro, V. L. (2013). Nonverbal communication: Developmental perspectives. In J. A. Hall & M. L. Knapp (Eds.), Handbook of communication science (Vol. 2, pp. 93–128). Berlin: Mouton de Gruyter. https://doi.org/10.1515/9783110238150.93.
Hall, J. A., Gunnery, S. D., & Horgan, T. G. (2016). Gender differences in interpersonal accuracy. In J. A. Hall, M. Schmid Mast, & T. V. West (Eds.), The social psychology of perceiving others accurately (pp. 309–327). Cambridge: Cambridge University Press.
Harris, P. L. (1989). Children and emotion: The development of psychological understanding. Cambridge, MA: Basil Blackwell.
Harter, S. (2006). Self-processes and developmental psychopathology. In D. Ciccheti & D. J. Cohen (Eds.), Developmental psychopathology: Vol. 1. Theory and method (2nd ed., pp. 370–418). New York, NY: Wiley.
Heinze, J. E., Miller, A. L., Seifer, R., Dickstein, S., & Locke, R. L. (2015). Emotion knowledge, loneliness, negative social experiences, and internalizing symptoms among low-income preschoolers. Social Development, 24, 240–265. https://doi.org/10.1111/sode.12083.
Henker, B., & Whalen, C. K. (1999). The child with attention-deficit/hyperactivity disorder in school and peer settings. In H. C. Quay & A. E. Hogan (Eds.), Handbook of disruptive behavior disorders (pp. 157–178). New York: Plenum Press. https://doi.org/10.1007/978-1-4615-4881-2_7.
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, 1–55. https://doi.org/10.1080/10705519909540118.
Izard, C. (2004). The emotions course: Helping children understand and manage their feelings. Newark, DE: University of Delaware.
Izard, C., Fine, S., Schultz, D., Mostow, A., Ackerman, B., & Youngstrom, E. (2001). Emotion knowledge as a predictor of social behavior and academic competence in children at risk. Psychological Science, 12, 18–23. https://doi.org/10.1111/1467-9280.00304.
Larsen, J. T., To, Y. M., & Fireman, G. (2007). Children’s understanding and experience of mixed emotions. Psychological Science, 18, 186–191. https://doi.org/10.1111/j.1467-9280.2007.01870.x.
Lemerise, E. A., & Arsenio, W. F. (2000). An integrated model of emotion processes and cognition in social information processing. Child Development, 71, 107–118. https://doi.org/10.1111/1467-8624.00124.
Lenti, C., Giacobbe, A., & Pegna, C. (2000). Recognition of emotional facial expressions in depressed children and adolescents. Perceptual and Motor Skills, 91, 227–236. https://doi.org/10.2466/PMS.91.5.227-236.
Liu, J. (2004). Childhood externalizing behavior: Theory and implications. Journal of Child and Adolescent Psychiatric Nursing, 17, 93–103. https://doi.org/10.1111/j.1744-6171.2004.tb00003.x.
Locke, R. L., Miller, A. L., Seifer, R., & Heinze, J. E. (2015). Context-inappropriate anger, emotion knowledge deficits, and negative social experiences in preschool. Developmental Psychology, 51, 1450–1463. https://doi.org/10.1037/a0039528.
Lucey, P., Cohn, J. F., Kanade, T., Saragih, J., Ambadar, Z., & Matthews, I. (2010). The extended Cohn–Kanade dataset (CK+): A complete facial expression dataset for action unit and emotion-specified expression. Paper presented at the Third IEEE Workshop on CVPR for Human Communicative Behavior Analysis (CVPR4HB 2010), San Francisco, CA.
Malone, A., Carroll, A., & Murphy, B. P. (2012). Facial affect recognition deficits: A potential contributor to aggression in psychotic illness. Aggression and Violent Behavior, 17, 27–35. https://doi.org/10.1016/j.avb.2011.09.007.
Martel, M. M. (2009). Research review: A new perspective on attention-deficit/hyperactivity disorder: Emotion dysregulation and trait models. Journal of Child Psychology and Psychiatry, 50, 1042–1051. https://doi.org/10.1111/j.1469-7610.2009.02105.x.
McClure, E. B., & Nowicki, S., Jr. (2001). Associations between social anxiety and nonverbal processing skill in preadolescent boys and girls. Journal of Nonverbal Behavior, 25, 3–19. https://doi.org/10.1023/A:1006753006870.
McGue, M., & Lacono, W. G. (2005). The association of early adolescent problem behavior with adult psychopathology. The American Journal of Psychiatry, 162, 1118–1124. https://doi.org/10.1176/appi.ajp.162.6.1118.
Mostow, A. J., Izard, C. E., Fine, S., & Trentacosta, C. J. (2002). Modeling emotional, cognitive, and behavioral predictors of peer acceptance. Child Development, 73, 1775–1787. https://doi.org/10.1111/1467-8624.00505.
Muthén, L.K. and Muthén, B.O. (1998–2015). Mplus user’s guide (7th ed.). Los Angeles, CA: Muthén & Muthén.
Nowicki, S., Jr., & Duke, M. P. (1994). Individual differences in the nonverbal communication of affect: The diagnostic analysis of nonverbal accuracy scale. Journal of Nonverbal Behavior, 18, 9–36. https://doi.org/10.1007/BF02169077.
Nowicki, S., Jr., & Duke, M. P. (2001). Nonverbal receptivity: The diagnostic analysis of nonverbal accuracy (DANVA). In J. A. Hall & F. J. Bernieri (Eds.), Interpersonal sensitivity: Theory and measurement (pp. 183–198). Mahwah, NJ: Lawrence Erlbaum Associates Publishers.
Olson, S. L., Sameroff, A. J., Kerr, D. C. R., Lopez, N. L., & Wellman, H. M. (2005). Developmental foundations of externalizing problems in young children: The role of effortful control. Development and Psychopathology. https://doi.org/10.1017/s0954579405050029.
Phillips, L. H., Tunstall, M., & Channon, S. (2007). Exploring the role of working memory in dynamic social cue decoding using dual task methodology. Journal of Nonverbal Behavior, 31, 137–152. https://doi.org/10.1007/s10919-007-0026-6.
Pomerantz, E. M., Ruble, D. N., Frey, K. S., & Greulich, F. (1995). Meeting goals and confronting conflict: Children’s changing perceptions of social comparison. Child Development, 66, 723–738. https://doi.org/10.1111/j.1467-8624.1995.tb00901.x.
Pons, F., Harris, P. L., & de Rosnay, M. (2004). Emotion comprehension between 3 and 11 years: Developmental periods and hierarchical organization. European Journal of Developmental Psychology, 1, 127–152. https://doi.org/10.1080/17405620344000022.
Posner, M. I., & Rothbart, M. K. (2000). Developing mechanisms of self-regulation. Development and Psychopathology, 12, 427–441. https://doi.org/10.1017/S0954579400003096.
Raffaelli, M., Crockett, L. J., & Shen, Y. L. (2005). Developmental stability and change in self-regulation from childhood to adolescence. The Journal of Genetic Psychology, 166, 54–76. https://doi.org/10.3200/GNTP.166.1.54-76.
Rhoades, B. L., Warren, H. K., Domitrovich, C. E., & Greenberg, M. T. (2011). Examining the link between preschool social–emotional competence and first grade academic achievement: The role of attention skills. Early Childhood Research Quarterly, 26, 182–191. https://doi.org/10.1016/j.ecresq.2010.07.003.
Saarni, C. (1999). The development of emotional competence. NYC: The Guilford Press.
Sawyer, A. C. P., Miller-Lewis, L. R., Searle, A. K., Sawyer, M. G., & Lynch, J. W. (2015). Is greater improvement in early self-regulation associated with fewer behavioral problems later in childhood? Developmental Psychology, 51, 1740–1755. https://doi.org/10.1037/a0039829.
Schlegel, K., Boone, R. T., & Hall, J. A. (2017). Individual differences in interpersonal accuracy: A multi-level meta-analysis to assess whether judging other people is one skill or many. Journal of Nonverbal Behavior, 41, 103–137. https://doi.org/10.1007/s10919-017-0249-0.
Schreiber, J. B., Nora, A., Stage, F. K., Barlow, E. A., & King, J. (2006). Reporting structural equation modeling and confirmatory factor analysis results: A review. The Journal of Educational Research, 99, 323–338. https://doi.org/10.3200/JOER.99.6.323-338.
Schultz, D., & Izard, C. E. (1999). Assessment of children’s emotion skills (ACES). Newark, DE: University of Delaware.
Schultz, D., Izard, C. E., Ackerman, B. P., & Youngstrom, E. A. (2001). Emotion knowledge in economically disadvantaged children: Self-regulatory antecedents and relations to social difficulties and withdrawal. Development and Psychopathology, 13, 53–67. https://doi.org/10.1017/S0954579401001043.
Schultz, D., Izard, C. E., & Bear, G. (2004). Children’s emotion processing: Relations to emotionality and aggression. Development and Psychopathology, 16, 371–387. https://doi.org/10.1017/S0954579404044566.
Sette, S., Bassett, H. H., Baumgartner, E., & Denham, S. A. (2015). Structure and validity of Affect Knowledge Test (AKT) in a sample of Italian preschoolers. The Journal of Genetic Psychology, 176, 330–347. https://doi.org/10.1080/00221325.2015.1075466.
Singh, S. D., Ellis, C. R., Winton, A. W., Singh, N. N., Leung, J. P., & Oswald, D. P. (1998). Recognition of facial expressions of emotion by children with attention-deficit hyperactivity disorder. Behavior Modification, 22, 128–142. https://doi.org/10.1177/01454455980222002.
Strand, P. S., Cerna, S., & Downs, A. (2008). Shyness and emotion-processing skills in preschoolers: A 6-month longitudinal study. Infant and Child Development, 17, 109–120. https://doi.org/10.1002/icd.534.
Strand, P. S., Downs, A., & Barbosa-Leiker, C. (2016). Does facial expression recognition provide a toehold for the development of emotion understanding? Developmental Psychology, 52, 1182–1191. https://doi.org/10.1037/dev0000144.
Székely, E., Lucassen, N., Tiemeier, H., Bakermans-Kranenburg, M. J., Van Ijzendoorn, M. H., Kok, R., et al. (2014). Maternal depressive symptoms and sensitivity are related to young children’s facial expression recognition: The Generation R study. Development and Psychopathology, 26, 333–345. https://doi.org/10.1017/S0954579413001028.
Tabachnick, B. G., & Fidell, L. S. (2007). Using multivariate statistics (5th ed.). Needham Height, MA: Allyn & Bacon.
Taylor, E., Chadwick, O., Heptinstall, E., & Danckaerts, M. (1996). Hyperactivity and conduct problems as risk factors for adolescent development. Journal of the American Academy of Child and Adolescent Psychiatry, 35, 1213–1226. https://doi.org/10.1097/00004583-199609000-00019.
Tremblay, R. E., Boulerice, B., Harden, P. W., McDuff, P., Perusse, D., Pihl, R. O., et al. (1996). Do children in Canada become more aggressive as they approach adolescence? In Human Resources Development Canada and Statistics Canada (Ed.), Growing up in Canada: National longitudinal survey of children and youth (pp. 127–137). Ottawa: Statistics Canada.
Trentacosta, C. J., & Fine, S. E. (2010). Emotion knowledge, social competence, and behavior problems in childhood and adolescence: A meta-analytic review. Social Development, 19, 1–29. https://doi.org/10.1111/j.1467-9507.2009.00543.x.
von Salisch, M., Haenel, M., & Denham, S. A. (2015). Self-regulation, language skills, and emotion knowledge in young children from Northern Germany. Early Education and Development, 26, 792–806. https://doi.org/10.1080/10409289.2015.994465.
von Salisch, M., Haenel, M., & Freund, P. A. (2013). Emotion understanding and cognitive abilities in young children. Learning and Individual Differences, 26, 15–19. https://doi.org/10.1016/j.lindif.2013.04.001.
Walker, D. W., & Leister, C. (1994). Recognition of facial affect cues by adolescents with emotional and behavioral disorders. Behavioral Disorders, 19, 269–276.
Walker-Andrews, A. S. (1986). Intermodal perception of expressive behaviors: Relation of eye and voice? Developmental Psychology, 22, 373–377. https://doi.org/10.1037/0012-1649.22.3.373.
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This work supported by funding awarded to the third and fourth authors from the National Science Foundation (#NSF1023839; NSF-BCS-0126475; BCS-0720660) and two training grants awarded to the first author from the National Institutes of Health (NIA F32-AG048687; NICHD T32-HD07376).
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Castro, V.L., Cooke, A.N., Halberstadt, A.G. et al. Bidirectional Linkages Between Emotion Recognition and Problem Behaviors in Elementary School Children. J Nonverbal Behav 42, 155–178 (2018). https://doi.org/10.1007/s10919-017-0269-9
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DOI: https://doi.org/10.1007/s10919-017-0269-9