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GoAttractAttraction Science

The GoAttract research library

The science behind
a stronger presence.

Attraction is personal. Understanding it is a discipline. Explore the research on how we see one another—and the everyday choices that shape a first impression.

Explore the research
12 Research readings04 Areas of explorationOriginal sources. Clear context. Practical perspective.

The reading room

Understand what shapes the impression.

A curated starting point for exploring attraction, appearance and the psychology of being seen.

12 readings · Curated for the curious

First impressions01

A first impression can begin in a fraction of a second.

In face-viewing experiments, people formed impressions after just 100 milliseconds. More time often increased their confidence more than it changed the impression itself.

Willis & Todorov · 2006

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How we apply it

We pay attention to the whole first read: grooming, face framing and a clear presentation. A quick impression is a perception, never a reliable assessment of someone’s character.

Strength of evidence

well established

What to keep in mind

The finding measures stable perception, not the accuracy of perceived character.

From our research bank

Willis, J., & Todorov, A. (2006). First impressions: Making up your mind after a 100-ms exposure to a face. Psychological Science, 17(7), 592-598. Extended by Todorov, Pakrashi & Oosterhof (2009), Social Cognition.

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First impressions02

The halo effect has boundaries.

People sometimes extend a favorable appearance impression to unrelated traits. Classic reviews found this bias was stronger for social competence and much weaker for qualities such as integrity.

Eagly et al. · 1991; Langlois et al. · 2000

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How we apply it

Presentation deserves care, but it cannot establish ability, kindness or personal worth. We focus on changeable presentation and never assign an attractiveness score.

Strength of evidence

well established

What to keep in mind

Lab-heavy evidence; extended acquaintance dilutes the halo; integrity and concern-for-others effects are near zero.

From our research bank

Eagly, A.H., Ashmore, R.D., Makhijani, M.G., & Longo, L.C. (1991), Psychological Bulletin, 110(1), 109-128 (k=76, N approximately 8,208); Langlois, J.H. et al. (2000), Psychological Bulletin (k=30, N approximately 1,880); Kordsmeyer et al. (2024), cross-cultural German/Japanese/Brazilian research.

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First impressions03

Small moments carry nonverbal information.

Research on brief clips of teaching found that observers’ impressions could align with evaluations based on longer exposure. Expression and nonverbal behavior contribute to the picture.

Ambady & Rosenthal · 1993

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How we apply it

A look needs to feel natural in motion, too. We treat relaxed presentation as a practical aim; this research does not establish a universal pose for attraction.

Strength of evidence

well established

What to keep in mind

Only some nonverbal cues are modifiable, and the cited setting is teacher evaluation.

From our research bank

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.

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Style & grooming04

Clothing changes how the same face is read.

Faces paired with subtly higher-status clothing received higher competence ratings. The effect appeared even with brief exposure and instructions to ignore the clothes.

Oh, Shafir & Todorov · 2020

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How we apply it

We consider clothing as part of the entire presentation. This is evidence of observer bias, not a reason to equate expensive clothes with competence or to spend beyond your budget.

Strength of evidence

well established

What to keep in mind

The evidence measures perceiver bias and does not establish that expensive clothing is inherently better.

From our research bank

Oh, D., Shafir, E., & Todorov, A. (2020). Economic status cues from clothes affect perceived competence from faces. Nature Human Behaviour, 4, 287-293.

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Style & grooming05

The right level of dressed-up depends on the setting.

Formal clothing can support impressions of authority or competence while sometimes reducing perceived warmth. Dress communicates in relation to the occasion and the observer.

Hester & Hehman · 2023 review, and related work

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How we apply it

We choose a direction for your context. A date, a creative workplace and a formal meeting may call for different balances of polish and ease.

Strength of evidence

well established

What to keep in mind

Formality norms are context-dependent, and greater formality can reduce warmth or approachability.

From our research bank

Three-experiment set (total N=1,361) on dress formality, warmth and competence, Assessment & Evaluation in Higher Education (2021); Peluchette & Karl (2007); Hester, N., & Hehman, E. (2023). Dress is a fundamental component of person perception. Personality and Social Psychology Review.

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Style & grooming06

Grooming is part of the appearance story.

A US observational study found that grooming accounted for part of the association between rated attractiveness and earnings in men. Presentation and perceived attractiveness were intertwined.

Wong & Penner · 2016

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How we apply it

We give changeable details—hair, facial hair and a considered overall finish—real attention. The study does not show that a grooming change causes higher earnings.

Strength of evidence

well established

What to keep in mind

Correlational, not causal; US data; grooming was interviewer-rated. The gender asymmetry matters for a men's product.

From our research bank

Wong, J.S., & Penner, A.M. (2016). Gender and the returns to attractiveness. Research in Social Stratification and Mobility, 46, 113-123. Builds on Hamermesh, D.S., & Biddle, J.E. (1994). Beauty and the Labor Market. American Economic Review, 84(5), 1174-1194.

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Hair & framing07

There is no universally winning beard.

Facial hair tends to shift perceived masculinity and dominance. Findings on attractiveness are mixed: preferences can change with the observer, culture and relationship context.

Dixson & Brooks · 2013, and related work

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How we apply it

Facial hair is a styling choice to personalize. We work with natural growth and a maintainable outline rather than treating one beard length as a rule for everyone.

Strength of evidence

well established dominance mixed attractiveness

What to keep in mind

Attractiveness findings vary across raters, relationship contexts and cultures.

From our research bank

Dixson, B.J., & Brooks, R.C. (2013), Evolution and Human Behavior, 34(3), 236-241; Neave & Shields (2008); Dixson et al. (2016), Journal of Evolutionary Biology, 29, 2311-2320.

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Hair & framing08

A shaved head creates a different impression.

Across three studies in one paper, shaved heads increased perceived dominance. Other impressions did not all move in the same direction, illustrating why one trait cannot define a good look.

Mannes · 2013

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How we apply it

A closely shaved direction can be considered when it suits natural hair loss and personal preference. It is an option, not a universal upgrade or a promise of greater attraction.

Strength of evidence

single source suggestive

What to keep in mind

Single paper; participants also perceived shaved-head men as older and slightly less attractive.

From our research bank

Mannes, A.E. (2013). Shorn scalps and perceptions of male dominance. Social Psychological and Personality Science, 4(2), 198-205. DOI 10.1177/1948550612449490.

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Hair & framing09

Frames are read through a cultural lens.

Some Western studies link glasses with perceived intelligence or trustworthiness. A Jordanian study found a different pattern, showing that the stereotype does not travel unchanged.

Leder, Forster & Gerger · 2011; AlRyalat et al. · 2022

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How we apply it

We treat frame choice as a question of proportion, context and personal style. Glasses are not a scientifically guaranteed route to looking smarter or more attractive.

Strength of evidence

directionally established culture dependent

What to keep in mind

The Jordanian study contradicts Western findings; frame style and culture matter.

From our research bank

Leder, H., Forster, M., & Gerger, G. (2011). The glasses stereotype revisited. Swiss Journal of Psychology; AlRyalat et al. (2022), Cureus (Jordanian sample, N=517).

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Color & perception10

Color is a relationship, not a fixed formula.

Controlled experiments found different clothing-color preferences alongside fair and tanned skin in the studied samples. This supports a visual interaction, not a universal seasonal-color system.

Perrett & Sprengelmeyer · 2021

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How we apply it

We consider near-face contrast, lightness and saturation together. The final palette is a personalized styling judgment, not a scientifically determined color category.

Strength of evidence

single source useful supporting evidence

What to keep in mind

Single-source supporting evidence; does not validate universal undertone or seasonal-color rules.

From our research bank

Perrett, D. I. & Sprengelmeyer, R. (2021). Clothing Aesthetics: Consistent Colour Choices to Match Fair and Tanned Skin Tones. i-Perception. DOI 10.1177/20416695211053361.

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Color & perception11

Color associations are richer than “blue means trust.”

A systematic review found recurring links between colors and emotions, with many colors connected to multiple emotions. Associations depend on more than hue alone.

Jonauskaite & Mohr · 2025

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How we apply it

We use palettes for visual coherence and expression. An emotion associated with a color does not prove that wearing it causes the same response in another person.

Strength of evidence

well established

What to keep in mind

Associations vary by context and culture and do not establish context-free causal wardrobe rules.

From our research bank

Jonauskaite, D., & Mohr, C. (2025). Do we feel colours? A systematic review of 128 years of psychological research linking colours and emotions. Psychonomic Bulletin & Review.

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Color & perception12

A photograph is not a calibrated skin-tone reading.

Research using skin-tone standards found that smartphone camera distance and angle can change recorded color. Photography conditions matter when interpreting complexion.

Cronin et al. · 2023

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How we apply it

Color guidance needs room for uncertainty. We avoid treating a pixel sampled from one photo as definitive evidence of someone’s complexion or ideal wardrobe.

Strength of evidence

useful methodological evidence

What to keep in mind

Methodological evidence about photo color reliability, not a palette rule.

From our research bank

Cronin et al. (2023). Effect of camera distance and angle on color of diverse skin tone-based standards in smartphone photos. Journal of Biophotonics. DOI 10.1002/jbio.202200381.

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Our approach to evidence

Curiosity.
With standards.

Research informs the direction. Styling expertise makes it personal. We keep that distinction visible.

01

Read beyond the headline.

Who was studied? What was measured? Does the result hold across settings? We carry the study’s limitations alongside its findings.

02

Perception is not personal worth.

Many studies measure judgments from photos or brief encounters. Those judgments reveal how observers respond; they do not establish someone’s character, ability or value.

03

Leave room for the individual.

Culture, occasion, taste and natural features matter. Research does not prescribe one ideal face, beard or wardrobe. Our application notes are styling interpretations, not tested outcomes of GoAttract.

04

Know what to leave out.

We do not build advice on attractiveness scores, hormone-changing “power poses” or a universal “red makes you attractive” rule. A compelling claim still needs dependable evidence.

The people behind the perspective

Built with expert input.

GoAttract is built with two PhD experts in attraction science and face perception.

Gretchen Conley

GoAttract contributor

Gretchen Conley

PhD expert
Scott Gallagher

GoAttract contributor

Scott Gallagher

PhD expert

The library brings together published work from the researchers cited in each entry. Project contributors and cited study authors are presented separately.

From understanding to everyday life

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