What question did this study set out to answer?

The aim is to explore how ambiguity in data affects economic efficiency and how eliminating it can improve decision-making.

April 15, 2026Open Access

The Principle of Data Unambiguity and Its Implications for Economic Systems

Key Points

The aim is to explore how ambiguity in data affects economic efficiency and how eliminating it can improve decision-making.
Introduces the Principle of Data Unambiguity
Analyzes ambiguity in data structures
Examines implications for economic and institutional efficiency
Identifies ambiguity as a source of inefficiency
Proposes that clarity in data supports deterministic decision-making
Suggests operational improvements in institutional theory

Abstract

This paper introduces the Principle of Data Unambiguity, identifying ambiguity in data structures as a fundamental source of economic and institutional inefficiency. It proposes that eliminating such ambiguity enables deterministic, verifiable, and reproducible decision-making, forming an operational layer beneath institutional theory.

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Authors

Dmitriy V. Andriyanov

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Institutions

Capgemini (Netherlands)

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The Principle of Data Unambiguity and Its Implications for Economic Systems

Key Points

Abstract

Citation Network

Connected Papers

Discussion

Authors

Actions

Institutions

References and Citations

Citation Network

Connected Papers

Discussion

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