Perceived intelligence is associated with measured intelligence in men but not women
Open accessAbstract
BACKGROUND: The ability to accurately assess the intelligence of other persons finds its place in everyday social interaction and should have important evolutionary consequences. METHODOLOGY/PRINCIPAL FINDINGS: We used static facial photographs of 40 men and 40 women to test the relationship between measured IQ, perceived intelligence, and facial shape. Both men and women were able to accurately evaluate the intelligence of men by viewing facial photographs. In addition to general intelligence, figural and fluid intelligence showed a significant relationship with perceived intelligence, but again, only in men. No relationship between perceived intelligence and IQ was found for women. We used geometric morphometrics to determine which facial traits are associated with the perception of intelligence, as well as with intelligence as measured by IQ testing. Faces that are perceived as highly intelligent are rather prolonged with a broader distance between the eyes, a larger nose, a slight upturn to the corners of the mouth, and a sharper, pointing, less rounded chin. By contrast, the perception of lower intelligence is associated with broader, more rounded faces with eyes closer to each other, a shorter nose, declining corners of the mouth, and a rounded and massive chin. By contrast, we found no correlation between morphological traits and real intelligence measured with IQ test, either in men or women. CONCLUSIONS: These results suggest that a perceiver can accurately gauge the real intelligence of men, but not women, by viewing their faces in photographs; however, this estimation is possibly not based on facial shape. Our study revealed no relation between intelligence and either attractiveness or face shape.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
There is a gender bias in perceptions of intelligence, with female stimuli rated lower on intelligence.
“This finding suggests the existence of a gender bias in perceptions of intelligence [3,6].”
From What is beautiful is still good: the attractiveness halo effect in the era of beauty filters (2024) · cites this paper as [3]
The Discussion (Correlation between IQ and perceived intelligence; page unavailable) suggests that observers may judge women’s faces using criteria that work for men’s faces, or judge women more strongly by attractiveness. This supports a possible gender difference in how intelligence is perceived, but the cited passages do not show that female stimuli received lower intelligence ratings than male stimuli. (LLM, conf=0.84)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Maxims or myths of beauty? A meta-analytic and theoretical review
Langlois, J. H., Kalakanis, L., Rubenstein, A. J., Larson, A., Hallam, M., & Smoot, M. (2000) · Psychological Bulletin · doi:10.1037/0033-2909.126.3.390 · Cited by 2,429 · cited 2× · see citing works
“Even though this contrasts some previous findings [10,11,40,41], we did not observe any significant correlation between measured IQ and attractiveness.”
BackgroundResultFrom madness to genius: The Openness/Intellect trait domain as a paradoxical simplex
DeYoung, C. G., Grazioplene, R. G., & Peterson, J. B. (2012) · Journal of Research in Personality · doi:10.1016/j.jrp.2011.12.003 · Cited by 350 · see citing works
Flagged first, then by citations
Research works printed but not linked: 32
- [1]Burrows AM (2008) The facial expression musculature in primates and its evolutionary significance. Bioessays 30: 212– 225. 18293360
- [3]Anderson LD (1921) Estimating Intelligence by Means of Printed Photographs. Journal of Applied Psychology 5: 152– 155.
- [4]Zebrowitz LA (1997) Reading Faces: Window To The Soul? Boulder, CO: Westview Press.
- [5]Rule NO, Ambady N (2010) Democrats and Republicans Can Be Differentiated from Their Faces. Plos One 5. PMC2807452 20090906
- [6]Burke D, Sulikowski D (2010) A New Viewpoint on the Evolution of Sexually Dimorphic Human Faces. Evolutionary Psychology 8: 573– 585. 22947821
- [7]Todorov A, Christopher S, Verovsky SC (2011) Personality impressions from facial appearance. In: Calder A, Rhodes G, Johnson M, Haxby J, editors. The Oxford handbook of face perception. Oxford: Oxford University Press. pp. 631–652.
- [9]Olivola CY, Todorov A (2010) Fooled by first impressions? Reexamining the diagnostic value of appearance-based inferences. Journal of Experimental Social Psychology 46: 315– 324.
- [10]Zebrowitz LA, Hall JA, Murphy NA, Rhodes G (2002) Looking smart and looking good: Facial cues to intelligence and their origins. Personality and Social Psychology Bulletin 28: 238– 249.
- [13]Penke L, Borsboom D, Johnson W, Kievit RA, Ploeger A, et al (2011) Evolutionary psychology and intelligence research cannot be integrated the way Kanazawa (2010) suggested. 22121992
- [16]Miller GF (2000) Sexual selection for indicators of intelligence. In: Bock G, Goode J, Webb K, editors. The nature of intelligence. New York: John Wiley. pp. 260–275.
- [18]Haselton MG, Miller GR (2006) Women's fertility across the cycle increases the short-term attractiveness of creative intelligence. Human Nature-an Interdisciplinary Biosocial Perspective 17: 50– 73. 26181345
- [20]Zebrowitz LA, Rhodes G (2004) Sensitivity to “bad genes” and the anomalous face overgeneralization effect: Cue validity, cue utilization, and accuracy in judging intelligence and health. Journal of Nonverbal Behavior 28: 167– 185.
- [21]Miller GF, Todd PM (1998) Mate choice turns cognitive. Trends in Cognitive Sciences 2: 190– 198. 21227154
- [22]Borkenau P, Liebler A (1993) Convergence of stranger ratings of personality and inteligence with self-ratings, partner ratings, and measured intelligence. Journal of Personality and Social Psychology 65: 546– 553.
- [23]Borkenau P, Liebler A (1995) Observable attributes as manifestations and cues of personality and intelligence. Journal of Personality 63: 1– 25.
- [24]Reynolds DJ, Gifford R (2001) The sounds and sights of intelligence: A lens model channel analysis. Personality and Social Psychology Bulletin 27: 187– 200.
- [26]Murphy NA, Hall JA, Colvin CR (2003) Accurate intelligence assessments in social interactions: Mediators and gender effects. Journal of Personality 71: 465– 493. 12762423
- [27]Borkenau P, Mauer N, Riemann R, Spinath FM, Angleitner A (2004) Thin slices of behavior as cues of personality and intelligence. Journal of Personality and Social Psychology 86: 599– 614. 15053708
- [28]Murphy NA (2007) Appearing smart: The impression management of intelligence, person perception accuracy, and behavior in social interaction. Personality and Social Psychology Bulletin 33: 325– 339. 17312315
- [32]Brand A, Bradley MT (2012) More voodoo correlations: When average-based measures inflate correlations. The Journal of General Psychology 139: 260– 272. 24837177
- [34]Fink B, Grammer K, Mitteroecker P, Gunz P, Schaefer K, et al (2005) Second to fourth digit ratio and face shape. Proceedings of the Royal Society B-Biological Sciences 272: 1995– 2001. PMC1559906 16191608
- [37]Kleisner K, Priplatova L, Frost P, Flegr J (2013) Trustworthy-Looking Face Meets Brown Eyes. PLoS ONE 8: e53285. 23326406 PMC3541379
- [41]Feingold A (1992) Good-looking people are not what we think. Psychological Bulletin 111: 304– 341.
- [42]Oosterhof NN, Todorov A (2009) Shared Perceptual Basis of Emotional Expressions and Trustworthiness Impressions From Faces. Emotion 9: 128– 133. 19186926
- [43]Moore F, Filippou D, Perrett D (2011) Intelligence and attractiveness in the face: Beyond the attractiveness halo effect. Journal of Evolutionary Psychology 9: 205– 217.
- [44]Nettle D (2006) Schizotypy and mental health amongst poets, visual artists, and mathematicians. Journal of Research in Personality 40: 876– 890.
- [45]Nettle D, Clegg H (2006) Schizotypy, creativity and mating success in humans. Proceedings of the Royal Society B-Biological Sciences 273: 611– 615. PMC1560060 16537133
- [47]Miller G (2000) Mental traits as fitness indicators - Expanding evolutionary psychology's adaptationism. In: LeCroy D, Moller P, editors. Evolutionary Perspectives on Human Reproductive Behavior. pp. 62–74. 10818621
- [49]Pound N, Penton-Voak IS, Surridge AK (2009) Testosterone responses to competition in men are related to facial masculinity. Proceedings of the Royal Society B-Biological Sciences 276: 153– 159. PMC2614257 18796396
- [50]Roney JR, Hanson KN, Durante KM, Maestripieri D (2006) Reading men's faces: women's mate attractiveness judgments track men's testosterone and interest in infants. Proceedings of the Royal Society B-Biological Sciences 273: 2169– 2175. PMC1635527 16901836
- [51]Neave N, Laing S, Fink B, Manning JT (2003) Second to fourth digit ratio, testosterone and perceived male dominance. Proceedings of the Royal Society of London Series B: Biological Sciences 270: 2167– 2172. 14561281 PMC1691489
- [52]Havlicek J, Roberts SC, Flegr J (2005) Women's preference for dominant male odour: effects of menstrual cycle and relationship status. Biology Letters 1: 256– 259. 17148181 PMC1617143
Cited by
Sorted by citations
Conversational commerce: entering the next stage of AI-powered digital assistants
Balakrishnan, J., & Dwivedi, Y. K. (2024) · Annals of Operations Research · doi:10.1007/s10479-021-04049-5 · Cited by 301 · see citing works
What is beautiful is still good: the attractiveness halo effect in the era of beauty filters
Gulati, A., Martínez-Garcia, M., Fernández, D., Lozano, M. A., Lepri, B., & Oliver, N. (2024) · Royal Society Open Science · doi:10.1098/rsos.240882 · Cited by 21 · see citing works
- Authors
- Kleisner, K., Chvátalová, V., & Flegr, J.
- Affiliations
- Charles University (CZ)
- Corresponding author
- Kleisner, Karel
- Venue
- PLoS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2014-03-20
- Volume
- 9
- Issue
- 3
- Pages
- e81237
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC3961208
- OpenAlex
- W2068435761
- Cited by
- 75
- References
- 2
- Citations by year
- 2026: 3 · 2025: 2 · 2024: 4 · 2023: 6 · 2022: 4 · 2021: 10 · 2020: 7 · 2019: 5 · 2018: 5 · 2017: 4 · 2016: 15 · 2015: 5 · 2014: 5
- FWCI
- 13.45
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- PLoS ONE (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Univerzita Karlova v Praze (UNCE 204004)
- Grantová Agentura České Republiky (GAP407/11/1464)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Evolutionary Psychology and Human Behavior
- Life Sciences › Neuroscience › Cognitive Neuroscience › Face Recognition and Perception
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Keywords
- perceived intelligence, facial attractiveness, facial shape, IQ, sex differences, facial morphology, geometric morphometrics, fluid intelligence, social perception, evolutionary psychology
- MeSH terms
- Adult, Beauty, Face, Female, Form Perception, Humans, Intelligence, Intelligence Tests, Male, Middle Aged, Perception, Regression Analysis, Sex Characteristics, Students, Universities, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review