Apophenia in Policymaking: Exploring the Tendency to See Imaginary Patterns in Modern Governance

ABSTRACT This article introduces apophonic policies as a type of government failure that is rooted in the innate/cognitive human tendency to see meaningful but imaginary patterns among random data. By reviewing theories from cognitive psychology, sociology of knowledge, philosophy of science, and complexity theory, the article presents five levels of analysis (individual, group, institutional, discursive, and technological) to explain the emergence and institutionalization of apophenia in the policymaking process. Diagnostic indicators (such as the weakening of conflicting evidence, simplistic narratives, concentration of power, lack of data transparency, and the illusion of algorithmic objectivity) are introduced and operationalized in a diagnostic matrix. Four case studies, including the “War on Drugs,” the “War on Terror,” “Crime Prediction Algorithms,” and “Energiewende” illustrate the role of apophenia in producing unintended consequences and reinforcing inequality. Finally, a set of practical propositions, including polyvocality, epistemic transparency, cognitive resilience, and the human‐centricity of technology, are proposed as strategies for reducing the risks of apophenia.

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Publication Details

Journal
Review of Policy Research
Published
2026-05-01
DOI
https://doi.org/10.1111/ropr.70093
Primary Topic
Innovation, Sustainability, Human-Machine Systems
Type
article
Field-Weighted Citation Impact
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article

Apophenia in Policymaking: Exploring the Tendency to See Imaginary Patterns in Modern Governance

Tahere Babazade, Hassan Danaeefard, M. Khosravi
Review of Policy Research
Innovation, Sustainability, Human-Machine Systems
article

Apophenia in Policymaking: Exploring the Tendency to See Imaginary Patterns in Modern Governance

Tahere Babazade, Hassan Danaeefard, M. Khosravi
article en

Abstract

ABSTRACT This article introduces apophonic policies as a type of government failure that is rooted in the innate/cognitive human tendency to see meaningful but imaginary patterns among random data. By reviewing theories from cognitive psychology, sociology of knowledge, philosophy of science, and complexity theory, the article presents five levels of analysis (individual, group, institutional, discursive, and technological) to explain the emergence and institutionalization of apophenia in the policymaking process. Diagnostic indicators (such as the weakening of conflicting evidence, simplistic narratives, concentration of power, lack of data transparency, and the illusion of algorithmic objectivity) are introduced and operationalized in a diagnostic matrix. Four case studies, including the “War on Drugs,” the “War on Terror,” “Crime Prediction Algorithms,” and “Energiewende” illustrate the role of apophenia in producing unintended consequences and reinforcing inequality. Finally, a set of practical propositions, including polyvocality, epistemic transparency, cognitive resilience, and the human‐centricity of technology, are proposed as strategies for reducing the risks of apophenia.

Review of Policy ResearchVol. 43(3)
Tarbiat Modares University (IR), University of Mazandaran (IR)
Reduced inequalities
Openalex Percentile: Top 4%
Innovation, Sustainability, Human-Machine Systems
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Apophenia in Policymaking: Exploring the Tendency to See Imaginary Patterns in Modern Governance — Tahere Babazade, Hassan Danaeefard, et al. · Review of Policy Research (2026) | TGRS Research Map | TGRS