Skip to main content
Top
Gepubliceerd in: Psychological Research 7/2021

19-10-2020 | Original Article

Training away face-type bias: perception and decisions about emotional expression in stereotypically Black faces

Auteurs: Corey J. Bohil, Heather M. Kleider-Offutt, Clay Killingsworth, Ashley M. Meacham

Gepubliceerd in: Psychological Research | Uitgave 7/2021

Log in om toegang te krijgen
share
DELEN

Deel dit onderdeel of sectie (kopieer de link)

  • Optie A:
    Klik op de rechtermuisknop op de link en selecteer de optie “linkadres kopiëren”
  • Optie B:
    Deel de link per e-mail

Abstract

Prior research indicates that stereotypical Black faces (e.g., wide nose, full lips) are perceived negatively relative to non-stereotypical faces (face-type bias). The current study investigated whether stereotypical faces may bias the interpretation of a neutral facial expression to seem threatening. Moreover, could biased responses be trained away with feedback? In two experiments, stimuli (face images) were presented in a speeded identification task that included corrective feedback, and participants indicated whether the face stimuli were stereotypical or not and threatening or not. Stimuli were pre-rated by face-type (stereotypical, non-stereotypical) and expression (neutral, threatening). Computational modeling based on General Recognition Theory indicated that training increased perceptual discriminability between all the faces. By the end of training (in both experiments), discriminability for emotional expression was slightly higher for stereotypical faces. Model parameters (for both experiments) also showed that, early in training, decision boundaries were more biased toward the threatening response for stereotypical faces relative to non-stereotypical faces. The results suggest that decision bias may be malleable with training.
Bijlagen
Alleen toegankelijk voor geautoriseerde gebruikers
Literatuur
go back to reference Ashby, F. G., & Soto, F. A. (2015). Multidimensional signal detection theory. Oxford Handbook of Computational and Mathematical Psychology (pp. 13–34). Oxford: Oxford Universityt Press. Ashby, F. G., & Soto, F. A. (2015). Multidimensional signal detection theory. Oxford Handbook of Computational and Mathematical Psychology (pp. 13–34). Oxford: Oxford Universityt Press.
go back to reference Ashby, F. G., & Townsend, J. T. (1986). Varieties of perceptual independence. Psychological Review, 93(2), 154.CrossRef Ashby, F. G., & Townsend, J. T. (1986). Varieties of perceptual independence. Psychological Review, 93(2), 154.CrossRef
go back to reference Ashby, F. G., & Valentin, V. V. (2018). The categorization experiment: Experimental design and data analysis. In E. J. Wagenmakers & J. T. Wixted (Eds.), Stevens Handbook of Experimental Psychology and Cognitive Neuroscience, fourth edition, volume five: Methodology (pp. 307–347). New York: Wiley. Ashby, F. G., & Valentin, V. V. (2018). The categorization experiment: Experimental design and data analysis. In E. J. Wagenmakers & J. T. Wixted (Eds.), Stevens Handbook of Experimental Psychology and Cognitive Neuroscience, fourth edition, volume five: Methodology (pp. 307–347). New York: Wiley.
go back to reference Blair, I. V., Judd, C. M., & Chapleau, K. M. (2004). The influence of Afrocentric facial features in criminal sentencing. Psychological Science, 15(10), 674–679.CrossRef Blair, I. V., Judd, C. M., & Chapleau, K. M. (2004). The influence of Afrocentric facial features in criminal sentencing. Psychological Science, 15(10), 674–679.CrossRef
go back to reference Camras, L. A., Sachs-Alter, E., & Ribordy, S. C. (1996). Emotion understanding in maltreated children: Recognition of facial expressions and integration with other emotion cues. In M. Lewis, M. W. Sullivan, M. Lewis, & M. W. Sullivan (Eds.), Emotional Development in Atypical Children (pp. 203–225). Hillsdale: Lawrence Erlbaum Associates Inc. Camras, L. A., Sachs-Alter, E., & Ribordy, S. C. (1996). Emotion understanding in maltreated children: Recognition of facial expressions and integration with other emotion cues. In M. Lewis, M. W. Sullivan, M. Lewis, & M. W. Sullivan (Eds.), Emotional Development in Atypical Children (pp. 203–225). Hillsdale: Lawrence Erlbaum Associates Inc.
go back to reference Carré, J. M., McCormick, C. M., & Mondloch, C. J. (2009). Facial structure is a reliable cue of aggressive behavior. Psychological Science (0956-7976), 20(10), 1194–1198.CrossRef Carré, J. M., McCormick, C. M., & Mondloch, C. J. (2009). Facial structure is a reliable cue of aggressive behavior. Psychological Science (0956-7976), 20(10), 1194–1198.CrossRef
go back to reference Colarelli, S. M., Poole, D. A., Unterborn, K., & D’Souza, G. C. (2010). Racial prototypicality, affirmative action, and hiring decisions in a multiracial world. International Journal of Selection and Assessment, 18(2), 166–173.CrossRef Colarelli, S. M., Poole, D. A., Unterborn, K., & D’Souza, G. C. (2010). Racial prototypicality, affirmative action, and hiring decisions in a multiracial world. International Journal of Selection and Assessment, 18(2), 166–173.CrossRef
go back to reference Cooper, H. L. (2015). War on drugs policing and police brutality. Substance Use and Misuse, 50(8/9), 1188–1194.CrossRef Cooper, H. L. (2015). War on drugs policing and police brutality. Substance Use and Misuse, 50(8/9), 1188–1194.CrossRef
go back to reference Correll, J., Park, B., Judd, C. M., & Wittenbrink, B. (2002). The police officer’s dilemma: Using ethnicity to disambiguate potentially threatening individuals. Journal of Personality and Social Psychology, 83(6), 1314.CrossRef Correll, J., Park, B., Judd, C. M., & Wittenbrink, B. (2002). The police officer’s dilemma: Using ethnicity to disambiguate potentially threatening individuals. Journal of Personality and Social Psychology, 83(6), 1314.CrossRef
go back to reference Day, K. (1994). Conceptualizing women’s fear of sexual assault on campus. Environment and Behavior, 26(6), 742–765.CrossRef Day, K. (1994). Conceptualizing women’s fear of sexual assault on campus. Environment and Behavior, 26(6), 742–765.CrossRef
go back to reference Eberhardt, J. L., Davies, P. G., Purdie-Vaughns, V. J., & Johnson, S. L. (2006). Looking deathworthy: Perceived stereotypicality of Black defendants predicts capital-sentencing outcomes. Psychological Science, 17(5), 383–386.CrossRef Eberhardt, J. L., Davies, P. G., Purdie-Vaughns, V. J., & Johnson, S. L. (2006). Looking deathworthy: Perceived stereotypicality of Black defendants predicts capital-sentencing outcomes. Psychological Science, 17(5), 383–386.CrossRef
go back to reference Farris, C., Viken, R. J., & Treat, T. A. (2010). Perceived association between diagnostic and non-diagnostic cues of women’s sexual interest: General recognition theory predictors of risk for sexual coercion. Journal of Mathematical Psychology, 54(1), 137–149.CrossRef Farris, C., Viken, R. J., & Treat, T. A. (2010). Perceived association between diagnostic and non-diagnostic cues of women’s sexual interest: General recognition theory predictors of risk for sexual coercion. Journal of Mathematical Psychology, 54(1), 137–149.CrossRef
go back to reference Fiske, S. T. (1998). Stereotyping, prejudice, and discrimination. In D. T. Gilbert, S. T. Fiske, & G. Lindzey (Eds.), Handbook of Social Psychology (4th ed., Vol. 2, pp. 357–411). New York: McGraw-Hill. Fiske, S. T. (1998). Stereotyping, prejudice, and discrimination. In D. T. Gilbert, S. T. Fiske, & G. Lindzey (Eds.), Handbook of Social Psychology (4th ed., Vol. 2, pp. 357–411). New York: McGraw-Hill.
go back to reference Funk, F., Walker, M., & Todorov, A. (2017). Modelling perceptions of criminality and remorse from faces using a data-driven computational approach. Cognition and Emotion, 31(7), 1431–1443.CrossRef Funk, F., Walker, M., & Todorov, A. (2017). Modelling perceptions of criminality and remorse from faces using a data-driven computational approach. Cognition and Emotion, 31(7), 1431–1443.CrossRef
go back to reference Haselton, M. G., & Buss, D. M. (2003). Biases in social judgment: Design flaws or design features? In J. P. Forgas, K. D. Williams, W. von Hippel, J. P. Forgas, K. D. Williams, & W. von Hippel (Eds.), Social Judgments: Implicit and Explicit Processes (pp. 23–43). New York: Cambridge University Press. Haselton, M. G., & Buss, D. M. (2003). Biases in social judgment: Design flaws or design features? In J. P. Forgas, K. D. Williams, W. von Hippel, J. P. Forgas, K. D. Williams, & W. von Hippel (Eds.), Social Judgments: Implicit and Explicit Processes (pp. 23–43). New York: Cambridge University Press.
go back to reference Holm, S. (1979). A simple sequentially rejective multiple test procedure. Scandinavian Journal of Statistics, 6(2), 65–70. Holm, S. (1979). A simple sequentially rejective multiple test procedure. Scandinavian Journal of Statistics, 6(2), 65–70.
go back to reference Kleider, H. M., Cavrak, S. E., & Knuycky, L. R. (2012). Looking like a criminal: Stereotypical black facial features promote face source memory error. Memory and Cognition, 40(8), 1200–1213.CrossRef Kleider, H. M., Cavrak, S. E., & Knuycky, L. R. (2012). Looking like a criminal: Stereotypical black facial features promote face source memory error. Memory and Cognition, 40(8), 1200–1213.CrossRef
go back to reference Ma, D. S., & Correll, J. (2011). Target prototypicality moderates racial bias in the decision to shoot. Journal of Experimental Social Psychology, 47(2), 391–396.CrossRef Ma, D. S., & Correll, J. (2011). Target prototypicality moderates racial bias in the decision to shoot. Journal of Experimental Social Psychology, 47(2), 391–396.CrossRef
go back to reference May, D., Rader, N., & Goodrum, S. (2010). A gendered assessment of the “threat of victimization”: Examining gender differences in fear of crime, perceived risk, avoidance, and defensive behaviors. International Criminal Justice Review., 35(2), 159.CrossRef May, D., Rader, N., & Goodrum, S. (2010). A gendered assessment of the “threat of victimization”: Examining gender differences in fear of crime, perceived risk, avoidance, and defensive behaviors. International Criminal Justice Review., 35(2), 159.CrossRef
go back to reference Olivola, C. Y., Funk, F., & Todorov, A. (2014). Social attributions from faces bias human choices. Trends in Cognitive Sciences, 18, 566–570.CrossRef Olivola, C. Y., Funk, F., & Todorov, A. (2014). Social attributions from faces bias human choices. Trends in Cognitive Sciences, 18, 566–570.CrossRef
go back to reference Qian, M. K., Quinn, P. C., Heyman, G. D., Pascalis, O., Fu, G., & Lee, K. (2017). Perceptual individuation training (but not mere exposure) reduces implicit racial bias in preschool children. Developmental Psychology, 53(5), 845–859.CrossRef Qian, M. K., Quinn, P. C., Heyman, G. D., Pascalis, O., Fu, G., & Lee, K. (2017). Perceptual individuation training (but not mere exposure) reduces implicit racial bias in preschool children. Developmental Psychology, 53(5), 845–859.CrossRef
go back to reference Rojas, M., Masip, D., Todorov, A., & Vitrià, J. (2010). Automatic point-based facial trait judgments evaluation. In 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition IEEE (pp. 2715–2720). Rojas, M., Masip, D., Todorov, A., & Vitrià, J. (2010). Automatic point-based facial trait judgments evaluation. In 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition IEEE (pp. 2715–2720).
go back to reference Silbert, N. H., & Thomas, R. D. (2013). Decisional separability, model identification, and statistical inference in the general recognition theory framework. Psychonomic Bulletin and Review, 20(1), 1–20.CrossRef Silbert, N. H., & Thomas, R. D. (2013). Decisional separability, model identification, and statistical inference in the general recognition theory framework. Psychonomic Bulletin and Review, 20(1), 1–20.CrossRef
go back to reference Sim, J. J., Correll, J., & Sadler, M. S. (2013). Understanding police and expert performance: When training attenuates (vs exacerbates) stereotypic bias in the decision to shoot. Personality and Social Psychology Bulletin, 39(3), 291–304.CrossRef Sim, J. J., Correll, J., & Sadler, M. S. (2013). Understanding police and expert performance: When training attenuates (vs exacerbates) stereotypic bias in the decision to shoot. Personality and Social Psychology Bulletin, 39(3), 291–304.CrossRef
go back to reference Soto, F. A., Vucovich, L., Musgrave, R., & Ashby, F. G. (2015). General recognition theory with individual differences: a new method for examining perceptual and decisional interactions with an application to face perception. Psychonomic Bulletin and Review, 22(1), 88–111.CrossRef Soto, F. A., Vucovich, L., Musgrave, R., & Ashby, F. G. (2015). General recognition theory with individual differences: a new method for examining perceptual and decisional interactions with an application to face perception. Psychonomic Bulletin and Review, 22(1), 88–111.CrossRef
go back to reference Soto, F. A., Zheng, E., Fonseca, J., & Ashby, F. G. (2017). Testing separability and independence of perceptual dimensions with general recognition theory: A tutorial and new R package (grtools). Frontiers in Psychology, 8, 696.CrossRef Soto, F. A., Zheng, E., Fonseca, J., & Ashby, F. G. (2017). Testing separability and independence of perceptual dimensions with general recognition theory: A tutorial and new R package (grtools). Frontiers in Psychology, 8, 696.CrossRef
go back to reference Strom, M. A., Zebrowitz, L. A., Zhang, S., Bronstad, P. M., & Lee, H. K. (2012). Skin and bones: The contribution of skin tone and facial structure to racial prototypicality ratings. PLoS ONE, 7(7), e41193.CrossRef Strom, M. A., Zebrowitz, L. A., Zhang, S., Bronstad, P. M., & Lee, H. K. (2012). Skin and bones: The contribution of skin tone and facial structure to racial prototypicality ratings. PLoS ONE, 7(7), e41193.CrossRef
go back to reference Thomas, R. D. (2001). Perceptual interactions of facial dimensions in speeded classification and identification. Perception and Psychophysics, 63(4), 625–650.CrossRef Thomas, R. D. (2001). Perceptual interactions of facial dimensions in speeded classification and identification. Perception and Psychophysics, 63(4), 625–650.CrossRef
go back to reference Valentine, T. (1991). A unified account of the effects of distinctiveness, inversion, and race in face recognition. The Quarterly Journal of Experimental Psychology, 43(2), 161–204.CrossRef Valentine, T. (1991). A unified account of the effects of distinctiveness, inversion, and race in face recognition. The Quarterly Journal of Experimental Psychology, 43(2), 161–204.CrossRef
go back to reference Wilkins, C. L., Kaiser, C. R., & Rieck, H. (2010). Detecting racial identification: The role of phenotypic prototypicality. Journal of Experimental Social Psychology, 46(6), 1029–1034.CrossRef Wilkins, C. L., Kaiser, C. R., & Rieck, H. (2010). Detecting racial identification: The role of phenotypic prototypicality. Journal of Experimental Social Psychology, 46(6), 1029–1034.CrossRef
go back to reference 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.CrossRef 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.CrossRef
go back to reference Xiao, W. S., Fu, G., Quinn, P. C., Qin, J., Tanaka, J. W., Pascalis, O., & Lee, K. (2015). Individuation training with other-race faces reduces preschoolers’ implicit racial bias: A link between perceptual and social representation of faces in children. Developmental Science, 18(4), 655–663.CrossRef Xiao, W. S., Fu, G., Quinn, P. C., Qin, J., Tanaka, J. W., Pascalis, O., & Lee, K. (2015). Individuation training with other-race faces reduces preschoolers’ implicit racial bias: A link between perceptual and social representation of faces in children. Developmental Science, 18(4), 655–663.CrossRef
Metagegevens
Titel
Training away face-type bias: perception and decisions about emotional expression in stereotypically Black faces
Auteurs
Corey J. Bohil
Heather M. Kleider-Offutt
Clay Killingsworth
Ashley M. Meacham
Publicatiedatum
19-10-2020
Uitgeverij
Springer Berlin Heidelberg
Gepubliceerd in
Psychological Research / Uitgave 7/2021
Print ISSN: 0340-0727
Elektronisch ISSN: 1430-2772
DOI
https://doi.org/10.1007/s00426-020-01420-2

Andere artikelen Uitgave 7/2021

Psychological Research 7/2021 Naar de uitgave