The Rendering Problem in Brand Perception: From Genetic Expression to the Perception Cloud

ABSTRACT Brand perception is constructed by audiences, not contained in a brand's design artefacts, yet branding theory lacks a structural account of why one fixed brand specification yields divergent perceptions across audiences and over time. This paper identifies the rendering problem —the pattern in which a bounded specification is rendered into a far richer implementation that produces emergent phenomena the specification does not contain—and applies it to brand perception, where an emission policy is rendered through a heterogeneous field of observers into perception clouds; biology and organizations serve as supporting comparisons. The framework comprises structural definitions, six propositions and a measurement design that gives each proposition named variables and a falsification condition against an explicit noise floor, with the cohort pair as the unit of analysis for Propositions 2–4 and separate units and designs for the other three. It supplies the structural mechanism that brand‐equity research leaves implicit, extends Luhmann's expectation–structure account by making the specification–implementation asymmetry measurable, and reframes artificial intelligence as an implementation accelerant that raises the value of specification quality. The propositions are operationalized but not yet confirmed; a pre‐registered multi‐brand study and cross‐domain tests follow.

Authors

Publication Details

Journal
Systems Research and Behavioral Science
Published
2026-10-07
DOI
https://doi.org/10.1002/sres.70172
Primary Topic
Consumer Behavior in Brand Consumption and Identification
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The Rendering Problem in Brand Perception: From Genetic Expression to the Perception Cloud

Dmitry Zharnikov
Systems Research and Behavioral Science
Consumer Behavior in Brand Consumption and Identification
article

The Rendering Problem in Brand Perception: From Genetic Expression to the Perception Cloud

Dmitry Zharnikov
article en

Abstract

ABSTRACT Brand perception is constructed by audiences, not contained in a brand's design artefacts, yet branding theory lacks a structural account of why one fixed brand specification yields divergent perceptions across audiences and over time. This paper identifies the rendering problem —the pattern in which a bounded specification is rendered into a far richer implementation that produces emergent phenomena the specification does not contain—and applies it to brand perception, where an emission policy is rendered through a heterogeneous field of observers into perception clouds; biology and organizations serve as supporting comparisons. The framework comprises structural definitions, six propositions and a measurement design that gives each proposition named variables and a falsification condition against an explicit noise floor, with the cohort pair as the unit of analysis for Propositions 2–4 and separate units and designs for the other three. It supplies the structural mechanism that brand‐equity research leaves implicit, extends Luhmann's expectation–structure account by making the specification–implementation asymmetry measurable, and reframes artificial intelligence as an implementation accelerant that raises the value of specification quality. The propositions are operationalized but not yet confirmed; a pre‐registered multi‐brand study and cross‐domain tests follow.

Systems Research and Behavioral Science
Openalex Percentile: Top 6%
Consumer Behavior in Brand Consumption and Identification
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

The Rendering Problem in Brand Perception: From Genetic Expression to the Perception Cloud — Dmitry Zharnikov · Systems Research and Behavioral Science (2026) | TGRS Research Map | TGRS