Research Base

Research base

Every peer-reviewed study RealSmile cites, mapped to the page that uses it. If a claim on RealSmile is not supported by a study in this list, treat it as opinion, not evidence.

Maintained by Randy, founder of RealSmile. Last verified 2026-05-23.

How to read this page

  • Each row is one published study. Authors, year, and venue come straight from the paper.
  • The Applied on column lists the RealSmile pages that use that study in body copy. Click through to see the citation in context.
  • Reference ranges (averages, percentile distributions) live at /research. The long-form bibliographic write-up of 12 selected studies is at /research/citations.

First Impressions: Making Up Your Mind After a 100-Ms Exposure to a Face

Willis & Todorov (2006) · Psychological Science

Observers form attractiveness, trustworthiness, competence, and aggressiveness judgments from a face in roughly 100 milliseconds. Longer exposures increase confidence in the initial verdict rather than changing it.

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Misleading First Impressions

Todorov & Porter (2014) · Psychological Science

Face impressions are formed in as little as 33 milliseconds and are stable across longer exposures. Lighting and pose changes shift the impression by more than the underlying structure does.

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Symmetry, Sexual Dimorphism in Facial Proportions and Male Facial Attractiveness

Penton-Voak et al. (2001) · Proceedings of the Royal Society B

Jawline definition and lower-face masculinity are reliable predictors of perceived attractiveness in male faces. The effect is independent of symmetry.

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Human (Homo sapiens) Facial Attractiveness and Sexual Selection: The Role of Symmetry and Averageness

Grammer & Thornhill (1994) · Journal of Comparative Psychology

Bilateral facial symmetry is rated as more attractive across cultures and is associated with perceived dominance via the facial width-to-height ratio.

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Facial Action Coding System (FACS)

Ekman & Friesen (1978) · Consulting Psychologists Press

A Duchenne (genuine) smile combines Action Unit 6, orbicularis oculi engagement around the eye, with Action Unit 12, zygomatic major lip-corner pull. Posed smiles use only AU12.

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Beauty and the Labor Market

Hamermesh & Biddle (1994) · American Economic Review

Workers rated above average in physical appearance earn roughly 5 percent more, and those rated below average earn roughly 9 percent less, controlling for education and experience.

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Attractive Faces Are Only Average

Langlois & Roggman (1990) · Psychological Science

Composite (averaged) faces are consistently rated more attractive than the individual faces from which they were built. Averageness, not rarity, drives attractiveness.

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In Your Face: Facial Metrics Predict Aggressive Behaviour in the Laboratory and in Varsity and Professional Hockey Players

Carre & McCormick (2008) · Proceedings of the Royal Society B

Facial width-to-height ratio above 2.0 is associated with perceived dominance and aggressive behavior in men.

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The Look of a Winner

Todorov & Olivola (2008) · Scientific American Mind

Snap judgments of competence from a single face photo predict real political election outcomes above chance. The effect generalizes to hiring and partner-selection contexts.

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Evidence from Meta-Analyses of the Facial Width-to-Height Ratio as an Evolved Cue of Threat

Geniole et al. (2015) · PLOS ONE

Meta-analysis confirms FWHR signals perceived threat and dominance, but the effect on perceived attractiveness is small and context-dependent.

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The Face, Beauty, and Symmetry: Perceiving Asymmetry in Beautiful Faces

Zaidel & Cohen (2005) · International Journal of Neuroscience

Lighting direction shifts perceived facial symmetry by up to 23 percent independent of the underlying structure.

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Anthropometry of the Head and Face

Farkas (1994) · Raven Press, New York

Established the normative anthropometric ranges still used in modern facial-analysis tooling: average canthal tilt, gonial angle, facial thirds, and bizygomatic-to-midface ratios.

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Why this page exists

The face-perception literature is well-established but spread across psychology, anthropology, and economics journals. A single lookup that maps each study to the RealSmile page that uses it makes the citation chain checkable in one click. The studies above are the load-bearing references for the 17-metric audit, the dating-photo audit, the LinkedIn headshot audit, and the four long-tail measurement guides.

For the original-data companion to this index, see the State of Looksmaxxing 2026 data report, which publishes RealSmile's aggregated face-scan distributions alongside the published-research baselines listed above.