From a commodity to an experience: The moderating role of thematic positioning on congruity‐based product judgment
Bibliographic record
Abstract
Abstract Research in positioning strategy suggests that a product schema, when presented in a moderately incongruent fashion, can evoke a greater degree of positive evaluation than if presented congruently with consumer expectations. This phenomenon has been coined the schema congruity effect . To date, one of the limitations of the phenomenon is that it has been applied almost exclusively to taxonomic stimuli, with little reference to thematic, eventlike stimuli. Two experiments verified that taxonomic and thematic product categories differ with respect to their unique characteristics. Consequently, despite successful replication of the schema congruity effect during taxonomic interpretation, when pushed thematically, the schema congruity effect failed to manifest. Furthermore, both experiments confirmed that, unlike taxonomic product categories that benefit from abstract and moderately incongruent positioning, thematic product categories benefit from concrete and congruent positioning. Implications for understanding the moderating role of thematic positioning on congruity‐based product evaluation as well as the differences between taxonomic and thematic stimuli are discussed. © 2010 Wiley Periodicals, Inc.
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| 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 | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".