How Visual Brand Identity Shapes Consumer Response
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
ABSTRACT Most brands are represented visually in print advertisements, and these visual representations must consistently identify the brand to the consumers who encounter it. At the same time, some of the particular visual elements used to represent the brand must change over time, because it is not acceptable to run the same ad year after year without refreshing its visual content. To explore these issues, a qualitative exploration was conducted with ad agency art directors and ordinary consumers. The focus was the criteria used by each group to determine when changes in the visual representation of the brand succeed, by staying consistent with the brand's identity, or fail, by violating expectations. Professionals, with their greater aesthetic sensitivity, had a more narrow latitude of acceptance for changes. A follow‐up experiment with consumers showed that aesthetically aware consumers were likewise more sensitive to alterations in visual brand identity than consumers for whom aesthetics were not central. Results are interpreted in terms of assimilation effects and degree of incongruity along with the moderating effect of aesthetic skill.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it