The Dilemma Between Euphoria and Freedom in Recommendation Algorithms

Today's AI recommendation algorithms produce a human dilemma between euphoria and freedom. To elaborate, four ways that recommenders reshape experience are delineated. First, the human experience of convenience is tuned to euphoric perfection. Second, a kind of personal authenticity becomes capturable with algorithms and data. Third, a conception of human freedom emerges, one that promotes unfamiliar interests for users instead of satisfying those that already exist. Finally, a new human dilemma is posed between two types of personal identity. On one side, there are recommendation algorithms that locate a user's core preferences, and then reinforce that identity with options designed to resemble those that have already proved satisfying. The result is an algorithmic production of euphoria and authenticity. On the other side, there are recommenders that provoke unfamiliar interests and curiosities. These proposals deny the existence of an authentic self and instead promote new preferences and experiences. The result is a human freedom of new personal identity.

Authors

Publication Details

Journal
ArXiv.org
Published
2025-05-16
DOI
https://doi.org/10.53136/979122182156728
Primary Topic
Persona Design and Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

The Dilemma Between Euphoria and Freedom in Recommendation Algorithms

James Brusseau
ArXiv.org
Persona Design and Applications
article

The Dilemma Between Euphoria and Freedom in Recommendation Algorithms

James Brusseau
article en

Abstract

Today's AI recommendation algorithms produce a human dilemma between euphoria and freedom. To elaborate, four ways that recommenders reshape experience are delineated. First, the human experience of convenience is tuned to euphoric perfection. Second, a kind of personal authenticity becomes capturable with algorithms and data. Third, a conception of human freedom emerges, one that promotes unfamiliar interests for users instead of satisfying those that already exist. Finally, a new human dilemma is posed between two types of personal identity. On one side, there are recommendation algorithms that locate a user's core preferences, and then reinforce that identity with options designed to resemble those that have already proved satisfying. The result is an algorithmic production of euphoria and authenticity. On the other side, there are recommenders that provoke unfamiliar interests and curiosities. These proposals deny the existence of an authentic self and instead promote new preferences and experiences. The result is a human freedom of new personal identity.

ArXiv.org
Openalex Percentile: Top 59%
Persona Design and Applications
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