On the universality and cultural specificity of emotion recognition: a meta-analysis
Abstract
A meta-analysis examined emotion recognition within and across cultures. Emotions were universally recognized at better-than-chance levels. Accuracy was higher when emotions were both expressed and recognized by members of the same national, ethnic, or regional group, suggesting an in-group advantage. This advantage was smaller for cultural groups with greater exposure to one another, measured in terms of living in the same nation, physical proximity, and telephone communication. Majority group members were poorer at judging minority group members than the reverse. Cross-cultural accuracy was lower in studies that used a balanced research design, and higher in studies that used imitation rather than posed or spontaneous emotional expressions. Attributes of study design appeared not to moderate the size of the in-group advantage.
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The universality of facial expressions across different cultures has greatly facilitated the development of FER systems.
“The universality of facial expressions across different cultures, as demonstrated in this well-known study at [7], has greatly facilitated the development of FER systems.”
From SAFER: Situation Aware Facial Emotion Recognition (2023) · cites this paper as [7]
Individuals are approximately 9% more accurate at recognizing emotions expressed by members of their own cultural groups.
“individuals are approximately 9% more accurate at recognizing emotions expressed by members of their own cultural groups”
From The Social Effects of Emotions (2022) · cites this paper as Elfenbein & Ambady 2002
Ample research has documented the role of culture in emotion perception, showing a combination of universals and "dialects".
“Although ample research has documented the role of culture in emotion perception, showing a combination of universals and “dialects” (Elfenbein & Ambady 2002), how culture influences the social effects of emotions is poorly understood, as research to date has almost exclusively studied Western samples.”
From The Social Effects of Emotions (2022) · cites this paper as Elfenbein & Ambady 2002
One's understanding of emotions is dependent on one's cultural background; recognition of emotions is better between members of the same cultural group; perceiving and expressing emotions is determined by prevailing cultural models.
“evidence suggests that one's understanding of emotions is dependent on one's cultural background, that recognition of one's own and others' emotions is better between members of the same cultural group, 162 and that perceiving and expressing emotions is determined by the prevailing cultural models. 163”
From The Lancet Psychiatry Commission on youth mental health (2024) · cites this paper as [162]
Cites
Culture and the self: Implications for cognition, emotion, and motivation.
Markus, H. R., & Kitayama, S. (1991) · Psychological Review · doi:10.1037/0033-295x.98.2.224 · Cited by 21,995 · see citing works
Meta-Analytic Procedures for Social Research
Rosenthal, R. (1991) · doi:10.4135/9781412984997 · Cited by 4,635 · see citing works
Russell, J. A. (1994) · Psychological Bulletin · doi:10.1037/0033-2909.115.1.102 · Cited by 1,640 · see citing works
Writing meta-analytic reviews.
Rosenthal, R. (1995) · Psychological Bulletin · doi:10.1037/0033-2909.118.2.183 · Cited by 1,108 · see citing works
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The weirdest people in the world?
Henrich, J., Heine, S. J., & Norenzayan, A. (2010) · Behavioral and Brain Sciences · doi:10.1017/s0140525x0999152x · Cited by 12,641 · see citing works
The NimStim set of facial expressions: Judgments from untrained research participants.
Tottenham, N., Tanaka, J. W., Leon, A. C., McCarry, T., Nurse, M., Hare, T. A., Marcus, D. J., Westerlund, A., Casey, B., & Nelson, C. (2009) · Psychiatry Research · doi:10.1016/j.psychres.2008.05.006 · Cited by 3,454 · see citing works
Barrett, L. F. (2006) · Perspectives on Psychological Science · doi:10.1111/j.1745-6916.2006.00003.x · Cited by 1,859 · see citing works
Emotional expressions reconsidered: Challenges to inferring emotion from human facial movements
Barrett, L. F., Adolphs, R., Marsella, S., Martinez, A. M., & Pollak, S. D. (2019) · Psychological Science in the Public Interest · doi:10.1177/1529100619832930 · Cited by 1,748 · see citing works
Basic Emotions, Natural Kinds, Emotion Schemas, and a New Paradigm
Izard, C. E. (2007) · Perspectives on Psychological Science · doi:10.1111/j.1745-6916.2007.00044.x · Cited by 1,110 · see citing works
Baker, R. S. J. D., D'Mello, S. K., Rodrigo, M. M. T., & Graesser, A. C. (2010) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2009.12.003 · Cited by 936 · see citing works
Emotional Intelligence and Social Interaction
Lopes, P. N., Brackett, M. A., Nezlek, J. B., Schütz, A., Sellin, I., & Salovey, P. (2004) · Personality and Social Psychology Bulletin · doi:10.1177/0146167204264762 · Cited by 916 · see citing works
Facial and vocal expressions of emotion
Russell, J. A., Bachorowski, J.-A., & Fernández-Dols, J.-M. (2003) · Annual Review of Psychology · doi:10.1146/annurev.psych.54.101601.145102 · Cited by 873 · see citing works
The science of interpersonal touch: An overview
Gallace, A., & Spence, C. (2010) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2008.10.004 · Cited by 879 · see citing works
Psychological universals: what are they and how can we know?
Norenzayan, A., & Heine, S. J. (2005) · Psychological Bulletin · doi:10.1037/0033-2909.131.5.763 · Cited by 820 · see citing works
Do you feel my pain? Racial group membership modulates empathic neural responses
Xu, X., Zuo, X., Wang, X., & Han, S. (2009) · Journal of Neuroscience · doi:10.1523/jneurosci.2418-09.2009 · Cited by 798 · see citing works
Cross-cultural recognition of basic emotions through nonverbal emotional vocalizations
Sauter, D. A., Eisner, F., Ekman, P., & Scott, S. K. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0908239106 · Cited by 789 · see citing works
Touch communicates distinct emotions.
Hertenstein, M. J., Keltner, D., App, B., Bulleit, B. A., & Jaskolka, A. R. (2006) · Emotion · doi:10.1037/1528-3542.6.3.528 · Cited by 770 · see citing works
The Lancet Psychiatry Commission on youth mental health
McGorry, P. D., Mei, C., Dalal, N., Alvarez-Jimenez, M., Blakemore, S.-J., Browne, V., Dooley, B., Hickie, I. B., Jones, P. B., McDaid, D., et al. (2024) · The Lancet Psychiatry · doi:10.1016/s2215-0366(24)00163-9 · Cited by 663 · see citing works
The social distance theory of power
Magee, J. C., & Smith, P. K. (2013) · Personality and Social Psychology Review · doi:10.1177/1088868312472732 · Cited by 620 · see citing works
Culture-sensitive neural substrates of human cognition: a transcultural neuroimaging approach
Han, S., & Northoff, G. (2008) · Nature Reviews Neuroscience · doi:10.1038/nrn2456 · Cited by 577 · see citing works
The communication of emotion via touch
Hertenstein, M. J., Holmes, R., McCullough, M., & Keltner, D. (2009) · Emotion · doi:10.1037/a0016108 · Cited by 563 · see citing works
Bai, Y., Maruskin, L. A., Chen, S., Gordon, A. M., Stellar, J. E., McNeil, G. D., Peng, K., & Keltner, D. (2017) · Journal of Personality and Social Psychology · doi:10.1037/pspa0000087 · Cited by 476 · see citing works
Gendron, M., Roberson, D., van der Vyver, J. M., & Barrett, L. F. (2014) · Emotion · doi:10.1037/a0036052 · Cited by 463 · see citing works
The Social Effects of Emotions
van Kleef, G. A., & Côté, S. (2022) · Annual Review of Psychology · doi:10.1146/annurev-psych-020821-010855 · Cited by 458 · see citing works
A review of verbal and non-verbal human–robot interactive communication
Mavridis, N. (2015) · Robotics and Autonomous Systems · doi:10.1016/j.robot.2014.09.031 · Cited by 453 · see citing works
The Human Face as a Dynamic Tool for Social Communication
Jack, R. E., & Schyns, P. G. (2015) · Current Biology · doi:10.1016/j.cub.2015.05.052 · Cited by 405 · see citing works
Ringeval, F., Schuller, B., Valstar, M., Cummins, N., Cowie, R., Tavabi, L., Schmitt, M., Alisamir, S., Amiriparian, S., Messner, E.-M., et al. (2019) · Proceedings of the 9th International on Audio/Visual Emotion Challenge and Workshop · doi:10.1145/3347320.3357688 · Cited by 409 · see citing works
Butts, M. M., Becker, W. J., & Boswell, W. R. (2015) · Academy of Management Journal · doi:10.5465/amj.2014.0170 · Cited by 353 · see citing works
Universals and cultural variations in 22 emotional expressions across five cultures.
Cordaro, D. T., Sun, R., Keltner, D., Kamble, S., Huddar, N., & McNeil, G. (2018) · Emotion · doi:10.1037/emo0000302 · Cited by 343 · see citing works
Ensemble methods for spoken emotion recognition in call-centres
Morrison, D., Wang, R., & De Silva, L. C. (2007) · Speech Communication · doi:10.1016/j.specom.2006.11.004 · Cited by 320 · see citing works
De Dreu, C. K. W., & Kret, M. E. (2016) · Biological Psychiatry · doi:10.1016/j.biopsych.2015.03.020 · Cited by 297 · see citing works
Shahrestani, S., Kemp, A. H., & Guastella, A. J. (2013) · Neuropsychopharmacology · doi:10.1038/npp.2013.86 · Cited by 283 · see citing works
Estimating the Difference Between Published and Unpublished Effect Sizes: A Meta-Review
Polanin, J. R., Tanner-Smith, E. E., & Hennessy, E. A. (2016) · Review of Educational Research · doi:10.3102/0034654315582067 · Cited by 234 · see citing works
Pace-Schott, E. F., Amole, M. C., Aue, T., Balconi, M., Bylsma, L. M., Critchley, H., Demaree, H. A., Friedman, B. H., Gooding, A. E. K., Gosseries, O., et al. (2019) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2019.05.002 · Cited by 221 · see citing works
“Across cultures, people experience and understand emotions similarly, even those without connection to the modern world (Ekman, 1984, 1993; Ekman et al., 1969; Elfenbein and Ambady, 2002; Elfenbein and Ambady, 2003; Izard, 1971, 1994).”
Functional Smiles: Tools for Love, Sympathy, and War
Rychlowska, M., Jack, R. E., Garrod, O. G. B., Schyns, P. G., Martin, J. D., & Niedenthal, P. M. (2017) · Psychological Science · doi:10.1177/0956797617706082 · Cited by 223 · see citing works
Universality reconsidered: Diversity in making meaning of facial expressions
Gendron, M., Crivelli, C., & Barrett, L. F. (2018) · Current Directions in Psychological Science · doi:10.1177/0963721417746794 · Cited by 205 · see citing works
Affective divergence: Automatic responses to others' emotions depend on group membership.
Weisbuch, M., & Ambady, N. (2008) · Journal of Personality and Social Psychology · doi:10.1037/a0011993 · Cited by 176 · see citing works
Self-citationA socio-relational framework of sex differences in the expression of emotion
Vigil, J. M. (2009) · Behavioral and Brain Sciences · doi:10.1017/s0140525x09991075 · Cited by 173 · see citing works
Does online technology make us more or less sociable? A preliminary review and call for research
Waytz, A., & Gray, K. (2018) · Perspectives on Psychological Science · doi:10.1177/1745691617746509 · Cited by 157 · see citing works
Cafri, G., Kromrey, J. D., & Brannick, M. T. (2010) · Multivariate Behavioral Research · doi:10.1080/00273171003680187 · Cited by 156 · see citing works
Cultural Variance in the Interpersonal Effects of Anger in Negotiations
Adam, H., Shirako, A., & Maddux, W. W. (2010) · Psychological Science · doi:10.1177/0956797610370755 · Cited by 138 · see citing works
Rives Bogart, K., & Matsumoto, D. (2010) · Social Neuroscience · doi:10.1080/17470910903395692 · Cited by 135 · see citing works
Designing emotionally sentient agents
McDuff, D., & Czerwinski, M. (2018) · Communications of the ACM · doi:10.1145/3186591 · Cited by 132 · see citing works
Wallace, G. L., Case, L. K., Harms, M. B., Silvers, J. A., Kenworthy, L., & Martin, A. (2011) · Journal of Autism and Developmental Disorders · doi:10.1007/s10803-010-1170-0 · Cited by 128 · see citing works
Smiling AI agents: How anthropomorphism and broad smiles increase charitable giving
Baek, T. H., Bakpayev, M., Yoon, S., & Kim, S. (2022) · International Journal of Advertising · doi:10.1080/02650487.2021.2011654 · Cited by 125 · see citing works
Antonakis, J. (2003) · The International Journal of Organizational Analysis · doi:10.1108/eb028980 · Cited by 100 · see citing works
Markovitch, D. G., Stough, R. A., & Huang, D. (2024) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2024.103847 · Cited by 100 · see citing works
Hoemann, K., Nielson, C., Yuen, A., Gurera, J. W., Quigley, K. S., & Barrett, L. F. (2021) · Psychological Bulletin · doi:10.1037/bul0000327 · Cited by 83 · see citing works
Le Mau, T., Hoemann, K., Lyons, S. H., Fugate, J. M. B., Brown, E. N., Gendron, M., & Barrett, L. F. (2021) · Nature Communications · doi:10.1038/s41467-021-25352-6 · Cited by 74 · see citing works
Lin, Y.-Y., Rogge, R. D., & Swanson, D. P. (2020) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2019.11.008 · Cited by 58 · see citing works
Nonverbal Communication, Race, and Intergroup Interaction
Dovidio, J. F., Hebl, M., Richeson, J. A., & Shelton, J. N. (2006) · The SAGE Handbook of Nonverbal Communication · doi:10.4135/9781412976152.n25 · Cited by 56 · see citing works
Emotion perception in Hadza hunter-gatherers
Gendron, M., Hoemann, K., Crittenden, A. N., Mangola, S. M., Ruark, G. A., & Barrett, L. F. (2020) · Scientific Reports · doi:10.1038/s41598-020-60257-2 · Cited by 52 · see citing works
Culture, gaze and the neural processing of fear expressions
Adams, R. B., Franklin, R. G., Rule, N. O., Freeman, J. B., Kveraga, K., Hadjikhani, N., Yoshikawa, S., & Ambady, N. (2010) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsp047 · Cited by 47 · see citing works
Self-citationChen, C., Hensel, L. B., Duan, Y., Ince, R. A. A., Garrod, O. G. B., Beskow, J., Jack, R. E., & Schyns, P. G. (2019) · 2019 14th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2019) · doi:10.1109/fg.2019.8756570 · Cited by 41 · see citing works
Anderson, C. L., Monroy, M., & Keltner, D. (2018) · Emotion · doi:10.1037/emo0000378 · Cited by 37 · see citing works
Automatic recognition of self-reported and perceived emotion: does joint modeling help?
Zhang, B., Essl, G., & Mower Provost, E. (2016) · Proceedings of the 18th ACM International Conference on Multimodal Interaction · doi:10.1145/2993148.2993173 · Cited by 21 · see citing works
Hekmati, I., Abdollahpour Ranjbar, H., Ciarrochi, J., Laghaei, M., Rezaei Golezani, H., & Eskin, M. (2024) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2023.100717 · Cited by 17 · see citing works
SAFER: Situation Aware Facial Emotion Recognition
Palash, M., & Bhargava, B. (2023) · arXiv · doi:10.48550/arxiv.2306.09372 · Cited by 2 · see citing works
- Authors
- Elfenbein, H. A., & Ambady, N.
- Affiliations
- Harvard University (US)
- Venue
- Psychological Bulletin
- Published
- 2002-03
- Volume
- 128
- Issue
- 2
- Pages
- 203-235
- ISSN
- 0033-2909 (ISSN-L)
- 1939-1455
- OpenAlex
- W2159190230
- Cited by
- 2,049
- References
- 4
- Citations by year
- 2026: 92 · 2025: 93 · 2024: 140 · 2023: 107 · 2022: 169 · 2021: 123 · 2020: 160 · 2019: 129 · 2018: 100 · 2017: 104 · 2016: 113 · 2015: 86 · 2014: 93 · 2013: 86 · 2012: 73
- FWCI
- 4.47
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Psychological Bulletin (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Psychology › Social Psychology › Cultural Differences and Values
- Social Sciences › Sociology and Political Science › Social and Intergroup Psychology
- Life Sciences › Neuroscience › Cognitive Neuroscience › Face Recognition and Perception
- Keywords
- emotion recognition, universal emotions, cultural specificity, in-group advantage, intergroup differences, physical proximity, telephone communication, emotional expression
- MeSH terms
- Affect, Cognition, Cross-Cultural Comparison, Culture, Humans
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