What is Beautiful is Still Good: The Attractiveness Halo Effect in the era of Beauty Filters
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Abstract (arXiv)
The impact of cognitive biases on decision-making in the digital world remains under-explored despite its well-documented effects in physical contexts. This study addresses this gap by investigating the attractiveness halo effect using AI-based beauty filters. We conduct a large-scale online user study involving 2,748 participants who rated facial images from a diverse set of 462 distinct individuals in two conditions: original and attractive after applying a beauty filter. Our study reveals that the same individuals receive statistically significantly higher ratings of attractiveness and other traits, such as intelligence and trustworthiness, in the attractive condition. We also study the impact of age, gender, and ethnicity and identify a weakening of the halo effect in the beautified condition, resolving conflicting findings from the literature and suggesting that filters could mitigate this cognitive bias. Finally, our findings raise ethical concerns regarding the use of beauty filters.
Key facts. Cited by 4 papers in the map (data through 14 Oct 2026). First posted on arXiv 29 May 2024.
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Citing papers per year: 2025: 1; 2026: 3.
4 papers.
- 2025When Algorithms Play Favorites: Lookism in the Generation and Perception of Facescited by 2
- 2026Aesthetics as Structural Harm: Algorithmic Lookism Across Text-to-Image Generation and Classificationcited by 2
- 2026Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generationcited by 1
- 2026Why do we Trust Chatbots? From Normative Principles to Behavioral Driverscited by 1
- 2026Why do we Trust Chatbots? From Normative Principles to Behavioral Drivers9 Feb 2026
- 2026Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation18 Jan 2026
- 2026Aesthetics as Structural Harm: Algorithmic Lookism Across Text-to-Image Generation and Classification15 Jan 2026
- 2025When Algorithms Play Favorites: Lookism in the Generation and Perception of Faces20 May 2025