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Relating Facial Trustworthiness to Antisocial Behavior in Adolescent and Adult Men

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Abstract

Here, we investigate how facial trustworthiness—a socially influential appearance variable—interrelates with antisocial behavior across adolescence and middle adulthood. Specifically, adolescents who look untrustworthy may be treated with suspicion, leading to antisocial behavior through expectancy effects. Alternatively, early antisocial behaviors may promote an untrustworthy appearance over time (Dorian Gray effect). We tested these expectancy and Dorian Gray effects in a longitudinal study that followed 206 at-risk boys (90% White) from ages 13–38 years. Parallel process piecewise growth models indicated that facial trustworthiness (assessed from photographs taken prospectively) declined during adolescence and then stabilized in adulthood. Consistent with expectancy effects, initial levels of facial trustworthiness were negatively related to increases in antisocial behavior during adolescence and also during adulthood. Additionally, higher initial levels of antisocial behavior predicted relative decreases in facial trustworthiness across adolescence. Adolescent boys’ facial appearance may therefore both encourage and reflect antisocial behavior over time.

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Data Availability

The analyses reported in this article were not preregistered. The data have been made partially available on a permanent third-party archive (participant ages 13–17 and 19–20 years). Data are uploaded wave by wave, and assessments from participant ages 18 and 21–28 years are still in process. Identifying data—particularly photographs—are not archived for public use. Deidentified data for participant ages 13–17 and 19–20 years can be accessed at [.

Age 13: https://www.icpsr.umich.edu/web/NAHDAP/studies/38246 ;

Age 14: https://www.icpsr.umich.edu/web/NAHDAP/studies/38277 ;

Age 15: https://www.icpsr.umich.edu/web/NAHDAP/studies/38256 ;

Age 16: https://www.icpsr.umich.edu/web/NAHDAP/studies/38279 ;

Age 17: https://www.icpsr.umich.edu/web/NAHDAP/studies/38280 ;

Age 19: https://www.icpsr.umich.edu/web/NAHDAP/studies/38282 ;

Age 20: https://www.icpsr.umich.edu/web/NAHDAP/studies/38283].

Requests for data that were not yet archived at the time of publication should be sent to the corresponding author. Other materials used in this study are widely available.

References

  • Alley, Z. M., Kerr, D. C. R., Wilson, J. P., & Rule, N. O. (2019). Prospective associations between boys’ substance use and problem behavior histories and their facial trustworthiness in adulthood. Journal of Social and Clinical Psychology, 38(8), 647–670. https://doi.org/10.1521/jscp.2019.38.7.647.

    Article  Google Scholar 

  • Ambady, N., & Rosenthal, R. (1993). Half a minute: Predicting teacher evaluations from thin slices of nonverbal behavior and physical attractiveness. Journal of Personality and Social Psychology, 64(3), 431–441. https://doi.org/10.1037/0022-3514.64.3.431.

    Article  Google Scholar 

  • Ambady, N., Bernieri, F. J., & Richeson, J. A. (2000). Toward a histology of social behavior: Judgmental accuracy from thin slices of the behavioral stream. In Advances in Experimental Social Psychology (Vol. 32, pp. 201–271). Academic Press. https://doi.org/10.1016/S0065-2601(00)80006-4

  • Bentler, P. M. (1990). Comparative fit indexes in structural models. Psychological Bulletin. https://doi.org/10.1037/0033-2909.107.2.238.

    Article  PubMed  Google Scholar 

  • Bjornsdottir, R. T., & Rule, N. O. (2017). The visibility of social class from facial cues. Journal of Personality and Social Psychology, 113(4), 530–546. https://doi.org/10.1037/pspa0000091.

    Article  PubMed  Google Scholar 

  • Boothroyd, L. G., Jones, B. C., Burt, D. M., & Perrett, D. I. (2007). Partner characteristics associated with masculinity, health and maturity in male faces. Personality and Individual Differences, 43(5), 1161–1173. https://doi.org/10.1016/j.paid.2007.03.008.

    Article  Google Scholar 

  • Capaldi, D. M., & Patterson, G. R. (1989). Psychometric properties of fourteen latent constructs from the Oregon Youth Study. Springer-Verlag Publishing. https://doi.org/10.1007/978-1-4612-3562-0.

  • Capaldi, D. M., Chamberlain, P., Fetrow, R. A., & Wilson, J. E. (1997). Conducting ecologically valid prevention research: Recruiting and retaining a “Whole Village” in multimethod, multiagent studies. American Journal of Community Psychology, 25(4), 471–492. https://doi.org/10.1023/A:1024607605690.

    Article  PubMed  Google Scholar 

  • Chen, X. (2010). Desire for autonomy and adolescent delinquency: A latent growth curve analysis. Criminal Justice and Behavior, 37(9), 989–1004. https://doi.org/10.1177/0093854810367481.

    Article  Google Scholar 

  • Colman, I., Murray, J., Abbott, R. A., Maughan, B., Kuh, D., Croudace, T. J., & Jones, P. B. (2009). Outcomes of conduct problems in adolescence: 40 year follow-up of national cohort. British Medical Journal, 338(a2981), 1–8. PMCID: PMC2615547.

    Google Scholar 

  • Dishion, T. J. (2000). Cross-setting consistency in early adolescent psychopathology: Deviant friendships and problem behavior sequalae. Journal of Personality, 68(6), 1109–1126.

    Article  PubMed  Google Scholar 

  • Dishion, T. J., & Owen, L. D. (2002). A longitudinal analysis of friendships and substance use: Bidirectional influence from adolescence to adulthood. Developmental Psychology, 38(4), 480–491. https://doi.org/10.1037/0012-1649.38.4.480.

    Article  PubMed  Google Scholar 

  • Elliott, D. S., Ageton, S. S., Huizinga, D., Knowles, B. A., & Canter, R. J. (1983). The prevalence and incidence of delinquent behavior: 1976–1980–National estimates of delinquent behavior by sex, race, Social Class and other selected variables (No. 26; National Youth Survey Report). Behavioral Research Institute. https://www.ncjrs.gov/App/Publications/abstract.aspx?ID=128841.

  • Fergusson, D. M., Horwood, L. J., & Ridder, E. M. (2005). Show me your child at seven: The consequences of conduct problems in childhood for psychosocial functioning in adulthood. Journal of Child Psychology and Psychiatry and Allied Disciplines, 46, 837–849.

    Article  PubMed  Google Scholar 

  • Flowe, H. D. (2012). Do characteristics of faces that convey trustworthiness and dominance underlie perceptions of criminality? Plos One, 7(6), https://doi.org/10.1371/journal.pone.0037253.

  • Foo, Y. Z., Loncarevic, A., Simmons, L. W., Sutherland, C. A. M., & Rhodes, G. (2019). Sexual unfaithfulness can be judged with some accuracy from men’s but not women’s faces. Royal Society Open Science, 6(4), 181552. https://doi.org/10.1098/rsos.181552.

    Article  PubMed  PubMed Central  Google Scholar 

  • Foster, E. M., Jones, D. E., & The Conduct Problems Prevention Research Group. (2005). &. The high costs of aggression: Public expenditures resulting from conduct disorder. American Journal of Public Health, 95, 1767–1772. PMCID: PMC1449434

  • Friedrich, A., Flunger, B., Nagengast, B., Jonkmann, K., & Trautwein, U. (2015). Pygmalion effects in the classroom: Teacher expectancy effects on students’ math achievement. Contemporary Educational Psychology, 41, 1–12. https://doi.org/10.1016/j.cedpsych.2014.10.006.

    Article  Google Scholar 

  • Giordano, P. C., Cernkovich, S. A., & Holland, D. D. (2003). Changes in friendship relations over the life course: Implications for desistance from crime. Criminology, 41(2), 293–328. https://doi.org/10.1111/j.1745-9125.2003.tb00989.x.

    Article  Google Scholar 

  • Jessor, R. (1991). Risk behavior in adolescence: A psychosocial framework for understanding and action. Journal of Adolescent Health, 12(8), 597–605. https://doi.org/10.1016/1054-139X(91)90007-K.

    Article  Google Scholar 

  • Kerr, D. C. R., Owen, L. D., & Capaldi, D. M. (2011). The timing of tobacco use onset, prolonged abstinence, and relapse in men: A prospective study from ages 18 to 32 years. Addiction, 106, 2031–2038.

    Article  PubMed  PubMed Central  Google Scholar 

  • Kim, H. K., Capaldi, D. M., Pears, K. C., Kerr, D. C., & Owen, L. D. (2009). Intergenerational transmission of internalising and externalising behaviours across three generations: Gender-specific pathways. Criminal Behaviour and Mental Health: CBMH, 19(2), 125–141. https://doi.org/10.1002/cbm.708.

    Article  PubMed  Google Scholar 

  • King, R. D., & Light, M. T. (2019). Have racial and ethnic disparities in sentencing declined? Crime and Justice, 48, 365–437. https://doi.org/10.1086/701505.

    Article  Google Scholar 

  • Krumhuber, E., Manstead, A. S. R., Cosker, D., Marshall, D., Rosin, P. L., & Kappas, A. (2007). Facial dynamics as indicators of trustworthiness and cooperative behavior. Emotion, 7(4), 730. https://doi.org/10.1037/1528-3542.7.4.730.

    Article  PubMed  Google Scholar 

  • Li, Q., Heyman, G. D., Mei, J., & Lee, K. (2017a). Judging a book by its cover: Children’s facial trustworthiness as judged by strangers predicts their real-world trustworthiness and peer relationships. Child Development, 90(2), https://doi.org/10.1111/cdev.12907.

  • Li, T., Liu, X., Pan, J., & Zhou, G. (2017b). The interactive effect of facial appearance and behavior statement on trust belief and trust behavior. Personality and Individual Differences, 117, 60–65. https://doi.org/10.1016/j.paid.2017b.05.038.

    Article  Google Scholar 

  • Malatesta, C. Z., Fiore, M. J., & Messina, J. J. (1987). Affect, personality, and facial expressive characteristics of older people. Psychology and Aging, 2(1), 64–69. https://doi.org/10.1037//0882-7974.2.1.64.

    Article  PubMed  Google Scholar 

  • Marečková, K., Weinbrand, Z., Chakravarty, M. M., Lawrence, C., Aleong, R., Leonard, G., Perron, M., Pike, G. B., Richer, L., Veillette, S., Pausova, Z., & Paus, T. (2011). Testosterone-mediated sex differences in the face shape during adolescence: Subjective impressions and objective features. Hormones and Behavior, 60(5), 681–690. https://doi.org/10.1016/j.yhbeh.2011.09.004.

    Article  PubMed  Google Scholar 

  • McCallum, R. C., Brown, M. W., & Sugawara, H. M. (1996). Power analysis and determination of sample size for covariance structure modeling. Psychological Methods, 1(2), 130–149.

    Article  Google Scholar 

  • Muthén, L. K., Muthén, B. Mplus User’s Guide. Los Angeles, CA: MuthénMuthén., Okada, H. C., Alleyne, B., Varghai, K., Kinder, K., & Guyuron, B. (1998–2017). (2013). Facial changes caused by smoking: A comparison between smoking and nonsmoking identical twins. Plastic and Reconstructive Surgery, 132(5), 1085–1092. https://doi.org/10.1097/PRS.0b013e3182a4c20a

  • Oosterhof, N. N., & Todorov, A. (2008). The functional basis of face evaluation. Proceedings of the National Academy of Sciences, 105(32), 11087–11092. https://doi.org/10.1073/pnas.0805664105

  • Ozono, H., Watabe, M., Yoshikawa, S., Nakashima, S., Rule, N. O., Ambady, N., & Adams, R. B., J (2010). What’s in a smile? Cultural differences in the effects of smiling on judgments of trustworthiness. Letters on Evolutionary Behavioral Science, 1(1), 15–18. https://doi.org/10.5178/lebs.2010.4.

    Article  Google Scholar 

  • Patterson, G. R. (1993). Orderly change in a stable world: The antisocial trait as a chimera. Journal of Consulting and Clinical Psychology, 61(6), 911–919.

    Article  PubMed  Google Scholar 

  • Patterson, G. R., DeBaryshe, B. D., & Ramsey, E. (1989). A developmental perspective on antisocial behavior. The American Psychologist, 44(2), 329–335.

    Article  PubMed  Google Scholar 

  • Pehlivanoglu, D., Lin, T., Lighthall, N. R., Heemskerk, A., Harber, A., Wilson, R. C., Turner, G. R., Spreng, R. N., & Ebner, N. C. (2022). Facial trustworthiness perception across the adult lifespan. The Journals of Gerontology: Series B, 78(3), 434–444. https://doi.org/10.1093/geronb/gbac166.

    Article  Google Scholar 

  • Perret., D., Lee, K., Penton-Voak, I., Rowland, D., Yoshikawa, S., Burt, D., Henzi, S., Castles, D., & Akamatsu, S. (1998). Effects of sexual dimorphism on facial attractiveness. Nature, 394, 884–887. https://doi.org/10.1038/29772.

    Article  Google Scholar 

  • Perrett, D. (2017). In your face: The new science of human attraction. Bloomsbury Publishing.

  • Raudenbush, S. W. (1984). Magnitude of teacher expectancy effects on pupil IQ as a function of the credibility of expectancy induction: A synthesis of findings from 18 experiments. Journal of Educational Psychology, 76(1), 85–97. https://doi.org/10.1037/0022-0663.76.1.85.

    Article  Google Scholar 

  • Rosenthal, R., & Jacobson, L. (1968). Pygmalion in the classroom. The Urban Review, 3(1), 16–20. https://doi.org/10.1007/BF02322211.

    Article  Google Scholar 

  • Rule, N. O., Krendl, A. C., Ivcevic, Z., & Ambady, N. (2013). Accuracy and consensus in judgments of trustworthiness from faces: Behavioral and neural correlates. Journal of Personality and Social Psychology, 104(3), 409–426. https://doi.org/10.1037/a0031050.

    Article  PubMed  Google Scholar 

  • Runell, L. L. (2017). Identifying desistance pathways in a higher education program for formerly incarcerated individuals. International Journal of Offender Therapy and Comparative Criminology, 61(8), 894–918. https://doi.org/10.1177/0306624X15608374.

    Article  PubMed  Google Scholar 

  • Sampson, R. J., & Laub, J. H. (2003). Life-course desisters? Trajectories of crime among delinquent boys followed to Age 70. Criminology, 41(3), 555–592. https://doi.org/10.1111/j.1745-9125.2003.tb00997.x.

    Article  Google Scholar 

  • Schweizer, K. (2010). Some guidelines concerning the modeling of traits and abilities in test construction. European Journal of Psychological Assessment, 26(1), 1–2. https://doi.org/10.1027/1015-5759/a000001.

    Article  Google Scholar 

  • Singer, J. D., & Willett, J. B. (2003). Applied longitudinal data analysis: Modeling change and event occurrence. Oxford: Oxford University Press.

    Book  Google Scholar 

  • Skardhamar, T., & Savolainen, J. (2014). Changes in criminal offending around the time of job entry: A study of employment and desistance. Criminology, 52(2), 263–291. https://doi.org/10.1111/1745-9125.12037.

    Article  Google Scholar 

  • Snyder, M., Tanke, E. D., & Berscheid, E. (1977). Social perception and interpersonal behavior: On the self-fulfilling nature of social stereotypes. Journal of Personality and Social Psychology, 35(9), 656–666. https://doi.org/10.1037/0022-3514.35.9.656.

    Article  Google Scholar 

  • Stanley, D. A., Sokol-Hessner, P., Banaji, M. R., & Phelps, E. A. (2011). Implicit race attitudes predict trustworthiness judgments and economic trust decisions. Proceedings of the National Academy of Sciences, 108(19), 7710–7715. https://doi.org/10.1073/pnas.1014345108

  • Steiger, J. H. (1990). Structural model evaluation and modification: An interval estimation approach. Multivariate Behavioral Research, 25(2), 173–180. https://doi.org/10.1207/s15327906mbr2502_4.

    Article  PubMed  Google Scholar 

  • Stillman, T. F., Maner, J. K., & Baumeister, R. F. (2010). A thin slice of violence: Distinguishing violent from nonviolent sex offenders at a glance. Evolution and Human Behavior, 31(4), 298–303. https://doi.org/10.1016/j.evolhumbehav.2009.12.001.

    Article  Google Scholar 

  • Todorov, A., Baron, S. G., & Oosterhof, N. N. (2008). Evaluating face trustworthiness: A model based approach. Social Cognitive and Affective Neuroscience, 3(2), 119–127. https://doi.org/10.1093/scan/nsn009.

    Article  PubMed  PubMed Central  Google Scholar 

  • Todorov, A., Pakrashi, M., & Oosterhof, N. (2009). Evaluating faces on trustworthiness after minimal time exposure. Social Cognition, 27, 813–833.

    Article  Google Scholar 

  • Todorov, A., Olivola, C. Y., Dotsch, R., & Mende-Siedlecki, P. (2015). Social attributions from faces: Determinants, consequences, accuracy, and functional significance. Annual Review of Psychology, 66(1), 519–545. https://doi.org/10.1146/annurev-psych-113011-143831.

    Article  PubMed  Google Scholar 

  • Tucker, L. R., & Lewis, C. (1973). A reliability coefficient for maximum likelihood factor analysis. Psychometrika, 38(1), 1–10. https://doi.org/10.1007/BF02291170.

    Article  Google Scholar 

  • Van Ryzin, M. J., & Dishion, T. J. (2014). Adolescent deviant peer clustering as an amplifying mechanism underlying the progression from early substance use to late adolescent dependence. Journal of Child Psychology & Psychiatry, 55(10), 1153–1161. https://doi.org/10.1111/jcpp.12211.

    Article  Google Scholar 

  • Whitehouse, A. J., Gilani, S. Z., Shafait, F., Mian, A., Tan, D. W., Maybery, M. T., & Eastwood, P. (2015). Prenatal testosterone exposure is related to sexually dimorphic facial morphology in adulthood. Proceedings of the Royal Society B: Biological Sciences, 282(1816), 20151351.

  • Wiesner, M., & Capaldi, D. M. (2003). Relations of childhood and adolescent factors to offending trajectories of young men. Journal of Research in Crime and Delinquency, 40(3), 231–262. https://doi.org/10.1177/0022427803253802.

    Article  Google Scholar 

  • Wiesner, M., Kim, H. K., & Capaldi, D. M. (2005). Developmental trajectories of offending: Validation and prediction to young adult alcohol use, drug use, and depressive symptoms. Development and Psychopathology, 17(1), 251–270.

    Article  PubMed  PubMed Central  Google Scholar 

  • Wilson, J. P., & Rule, N. O. (2015). Facial trustworthiness predicts extreme criminal-sentencing outcomes. Psychological Science, 26(8), 1325–1331. https://doi.org/10.1177/0956797615590992.

    Article  PubMed  Google Scholar 

  • Wilson, J. P., & Rule, N. O. (2016). Hypothetical sentencing decisions are associated with actual capital punishment outcomes: The role of facial trustworthiness. Social Psychological and Personality Science, 7(4), 331–338. https://doi.org/10.1177/1948550615624142.

    Article  Google Scholar 

  • Wilson, J. P., & Rule, N. O. (2017). Advances in understanding the detectability of trustworthiness from the face: Toward a taxonomy of a multifaceted construct. Current Directions in Psychological Science, 26(4), 396–400.

    Article  Google Scholar 

  • Wu, Y., Gao, L., Wan, Y., Wang, F., Xu, S., Yang, Z., Rao, H., & Pan, Y. (2018). Effects of facial trustworthiness and gender on decision making in the Ultimatum game. Social Behavior and Personality: An International Journal, 46(3), 499–516. https://doi.org/10.2224/sbp.6966.

    Article  Google Scholar 

  • Zebrowitz, L. A. (1997). The bases of reading faces. Reading faces: Window to the soul? (pp. 40–63). Routledge.

  • Zebrowitz, L. A., & Montepare, J. (2006). The ecological approach to person perception: Evolutionary roots and contemporary offshoots. Evolution and social psychology (pp. 81–113). Psychosocial Press.

  • Zebrowitz, L. A., Olson, K., & Hoffman, K. (1993). Stability of babyfaceness and attractiveness across the life span. Journal of Personality and Social Psychology, 64(3), 453–466. https://doi.org/10.1037/0022-3514.64.3.453.

    Article  PubMed  Google Scholar 

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Acknowledgements

Thank you to Oregon Youth Study scientists and staff (especially Shivan Tucci and Jane Wilson) for support in accessing archival data; to the research assistants who contributed to processing and coding facial photographs; and to Drs. Frank Bernieri, Kathleen Bogart, Robert Stawski, and Bridget Hatfield for thoughtful discourse on the theoretical and analytical considerations of this project.

Funding

Funding for this work was supported in part by the National Institutes of Health (NIH) grant number R01 DA015485 from the National Institute of Drug Abuse (NIDA) awarded to Drs. Capaldi and Kerr. The content is solely the responsibility of the authors and does not necessarily represent the official views of the NIH or NIDA. NIH or NIDA had no further role in study design; in the collection, analysis, and interpretation of data; in the writing of the report; or in the decision to submit the paper for publication.

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Conceptualization: Zoe M. Alley and David C. R. Kerr; Methodology: Zoe M. Alley and David C. R. Kerr; Formal Analysis: Zoe M. Alley; Investigation: Zoe M. Alley, David C. R. Kerr, John Paul Wilson, and Nicholas Rule; Writing – Original Draft Preparation: Zoe M. Alley and David C. R. Kerr; Writing – Review & Editing; Zoe M. Alley, David C. R. Kerr, John Paul Wilson, and Nicholas Rule. All authors read and approved the final manuscript.

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Correspondence to Zoe M. Alley.

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Informed assent and consent were obtained as applicable from all individual participants and their legal guardians across the duration of the study.

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All procedures performed were in accordance with the ethical standards of the institutional research committee and with the 1964 Helsinki Declaration and its later amendments or comparable ethical standards. This study was approved by the Oregon Social Learning Center Institutional Review Board.

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Alley, Z.M., Kerr, D.C.R., Wilson, J.P. et al. Relating Facial Trustworthiness to Antisocial Behavior in Adolescent and Adult Men. J Nonverbal Behav 47, 385–402 (2023). https://doi.org/10.1007/s10919-023-00432-x

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