Cultural differences in the beauty premium

Abstract A large body of research suggests that better-looking people are associated with various positive outcomes, an effect labeled the beauty premium. However, the vast majority of this evidence has been demonstrated in WEIRD (Western, Educated, Industrialized, Rich, and Democratic) countries, n...

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Main Authors: Benjamin Kohler, Wladislaw Mill
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-02857-4
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author Benjamin Kohler
Wladislaw Mill
author_facet Benjamin Kohler
Wladislaw Mill
author_sort Benjamin Kohler
collection DOAJ
description Abstract A large body of research suggests that better-looking people are associated with various positive outcomes, an effect labeled the beauty premium. However, the vast majority of this evidence has been demonstrated in WEIRD (Western, Educated, Industrialized, Rich, and Democratic) countries, neglecting the role of cultural mechanisms in translating beauty into socio-economic outcomes. We close this gap by leveraging cultural differences embedded in an essential artifact of culture: language. Specifically, we establish a method for examining beauty associations in machine learning-based language models. Using this method, we replicate several standard findings in English. More importantly, we create a linguistic measure of the beauty premium and apply it to 68 languages. We provide new evidence that the beauty premium may be universal, with considerable heterogeneity across cultures. Furthermore, we discuss several new avenues for future research arising from our findings.
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spelling doaj-art-9e63fba21b6d4aa9a623c01fb1015a772025-08-20T03:48:15ZengNature PortfolioScientific Reports2045-23222025-05-011511810.1038/s41598-025-02857-4Cultural differences in the beauty premiumBenjamin Kohler0Wladislaw Mill1Center for Law & Economics, ETH ZurichDepartment of Economics, University of MannheimAbstract A large body of research suggests that better-looking people are associated with various positive outcomes, an effect labeled the beauty premium. However, the vast majority of this evidence has been demonstrated in WEIRD (Western, Educated, Industrialized, Rich, and Democratic) countries, neglecting the role of cultural mechanisms in translating beauty into socio-economic outcomes. We close this gap by leveraging cultural differences embedded in an essential artifact of culture: language. Specifically, we establish a method for examining beauty associations in machine learning-based language models. Using this method, we replicate several standard findings in English. More importantly, we create a linguistic measure of the beauty premium and apply it to 68 languages. We provide new evidence that the beauty premium may be universal, with considerable heterogeneity across cultures. Furthermore, we discuss several new avenues for future research arising from our findings.https://doi.org/10.1038/s41598-025-02857-4Beauty premiumLanguage modelsCultural differences
spellingShingle Benjamin Kohler
Wladislaw Mill
Cultural differences in the beauty premium
Scientific Reports
Beauty premium
Language models
Cultural differences
title Cultural differences in the beauty premium
title_full Cultural differences in the beauty premium
title_fullStr Cultural differences in the beauty premium
title_full_unstemmed Cultural differences in the beauty premium
title_short Cultural differences in the beauty premium
title_sort cultural differences in the beauty premium
topic Beauty premium
Language models
Cultural differences
url https://doi.org/10.1038/s41598-025-02857-4
work_keys_str_mv AT benjaminkohler culturaldifferencesinthebeautypremium
AT wladislawmill culturaldifferencesinthebeautypremium