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)
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