The Efficiency Paradox: When and Why Human Labor Signals Premium Value in an AI-Driven Economy

Synthesized principles of behavioral economics and consumer psychology to investigate the "Human Premium"—the incremental value customers assign to human-delivered services despite AI’s superior efficiency. By applying the Labor Illusion and IKEA Effect, I developed a theoretical framework to explain why "visible effort" and "strategic inefficiency" enhance customer loyalty in high-stakes contexts. I proposed the "Inefficiency Paradox," arguing that human imperfection functions as a critical signal of authenticity and trust. Through case studies in luxury hospitality and service recovery, I formulated the "Strategic Friction" model, providing a roadmap for firms to balance algorithmic precision with human-centric value. This research bridges my background in technical exploration with a new focus on how psychological insights drive economic value in automated markets.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-02-22
DOI
https://doi.org/10.5281/zenodo.18727946
Primary Topic
AI in Service Interactions
Type
article
Field-Weighted Citation Impact
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article

The Efficiency Paradox: When and Why Human Labor Signals Premium Value in an AI-Driven Economy

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

The Efficiency Paradox: When and Why Human Labor Signals Premium Value in an AI-Driven Economy

Shuzo Kojima
article en

Abstract

Synthesized principles of behavioral economics and consumer psychology to investigate the "Human Premium"—the incremental value customers assign to human-delivered services despite AI’s superior efficiency. By applying the Labor Illusion and IKEA Effect, I developed a theoretical framework to explain why "visible effort" and "strategic inefficiency" enhance customer loyalty in high-stakes contexts. I proposed the "Inefficiency Paradox," arguing that human imperfection functions as a critical signal of authenticity and trust. Through case studies in luxury hospitality and service recovery, I formulated the "Strategic Friction" model, providing a roadmap for firms to balance algorithmic precision with human-centric value. This research bridges my background in technical exploration with a new focus on how psychological insights drive economic value in automated markets.

Zenodo (CERN European Organization for Nuclear Research)
Decent work and economic growth
Openalex Percentile: Top 50%
AI in Service Interactions
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