Why Organizations Fail to Innovate A Rate-Distortion Account of Cognitive Homogeneity in Hiring, Promotion, and Organizational Decline An Application of Adaptive Compression Advantage Theory (ACAT)

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Authors: Ryoji MURATA
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Abstract

Why do large, well-resourced organizations repeatedly fail to innovate, despite employing thousands of individually talented people? This paper applies the Adaptive Compression Advantage Theory (ACAT; Murata, 2026) to demonstrate that the answer lies in cognitive homogeneity produced by standard hiring, promotion, and cultural selection mechanisms. Organizations select employees using IQ-correlated proxies (university credentials, standardized assessments, structured interviews) that project the multi-dimensional cognitive vector α(d) onto the α_verbal/α_logical subspace (Murata, 2026e). This produces a workforce that is cognitively homogeneous in the measured dimensions and randomly distributed in the unmeasured dimensions. Innovation requires cross-domain compression—connecting ideas from distant conceptual territories—which scales superlinearly with the diversity of α(d) profiles in the interacting group (Murata, 2026, Equation 17). Cognitive homogeneity collapses this diversity, reducing the organization’s effective innovation capacity to a fraction of what its headcount would predict. We formalize the Homogeneity Trap—a self-reinforcing cycle in which homogeneous organizations define competence in their own image, select for it, and interpret the resulting innovation failure as evidence of insufficient talent rather than insufficient diversity. We derive specific predictions for Japanese corporate decline, Silicon Valley disruption patterns, and the structural advantages of founder-led organizations, and propose α(d) portfolio optimization as a replacement for credential-based hiring. Keywords: organizational theory, innovation, hiring, cognitive diversity, compression, ACAT, Japanese management, Silicon Valley, disruption, homogeneity, talent management, α(d) portfolio, meritocracy, promotion

Fields of Study & Subjects

Team Dynamics and Performance Management and Organizational Practices Organizational Management and Innovation

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
17 February 2026
Language
EN
Document type
Preprint