The Algorithmic Nudge: Balancing Efficiency and Autonomy in AI-Driven Choice Architecture

This research investigates the psychological impact of AI-driven "nudges" on consumer decision-making. While automated defaults improve transaction efficiency, I theorize that excessive opacity triggers Psychological Reactance, a motivational state where users reject suggestions to restore their sense of freedom. I proposed the Autonomy-Efficiency Trade-off model, which posits that long-term brand trust is negatively correlated with perceived loss of agency unless mitigated by transparency. To address this, I developed the "Transparent Nudging" framework and the principle of "Friction Symmetry," advocating that opting out of an AI's influence should be as frictionless as accepting it. This paper offers a strategic roadmap for firms to balance algorithmic precision with human autonomy, ensuring sustainable customer loyalty in an automated economy.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-01-29
DOI
https://doi.org/10.5281/zenodo.18728014
Primary Topic
AI in Service Interactions
Type
article
Field-Weighted Citation Impact
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article

The Algorithmic Nudge: Balancing Efficiency and Autonomy in AI-Driven Choice Architecture

Shuzo Kojima
Zenodo (CERN European Organization for Nuclear Research)
AI in Service Interactions
article

The Algorithmic Nudge: Balancing Efficiency and Autonomy in AI-Driven Choice Architecture

Shuzo Kojima
article en

Abstract

This research investigates the psychological impact of AI-driven "nudges" on consumer decision-making. While automated defaults improve transaction efficiency, I theorize that excessive opacity triggers Psychological Reactance, a motivational state where users reject suggestions to restore their sense of freedom. I proposed the Autonomy-Efficiency Trade-off model, which posits that long-term brand trust is negatively correlated with perceived loss of agency unless mitigated by transparency. To address this, I developed the "Transparent Nudging" framework and the principle of "Friction Symmetry," advocating that opting out of an AI's influence should be as frictionless as accepting it. This paper offers a strategic roadmap for firms to balance algorithmic precision with human autonomy, ensuring sustainable customer loyalty in an automated economy.

Zenodo (CERN European Organization for Nuclear Research)
Peace, Justice and strong institutions
Openalex Percentile: Top 50%
AI in Service Interactions
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