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Record W6997348881

WHAT IS “LUXURY” TO GENERATION Y?

2015· article· en· W6997348881 on OpenAlexaboutno aff

Bibliographic record

VenueDOAJ (DOAJ: Directory of Open Access Journals) · 2015
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicConsumer Behavior in Brand Consumption and Identification
Canadian institutionsnot available
Fundersnot available
KeywordsClothingQuality (philosophy)Product (mathematics)Promotion (chess)ChinaThe Renaissance
DOInot available

Abstract

fetched live from OpenAlex

In the last decades, numerous articles have been written on luxury products (goods and services), their importance in terms of consumption, the growth of this market segment, their importance in the eyes of the consumer, etc. Yet one thing remains elusive: what exactly is a luxury product? If one is to believe the existing literature, luxury products range from anything (and everything) a producer wishes to make us believe is “luxurious”: the rarest of items (an original masterpiece from a renaissance painter, for example), a high quality handbag made of the finest materials and selling for thousands of dollars, an horrendously overpriced piece of clothing bearing the name of an unknown (yet French or Italian sounding) designer that is made in China or Bangladesh. The current paper looks at the most important future clientele of luxury products: members of Generation Y. It identifies what, in their eyes, make a product/brand “luxurious”. Through a literature review, we first review the most generally accepted definitions of luxury. We then proceed to present the results of our quantitative research conducted in Québec which highlight the characteristics that members of this subgroup consider to be necessary components of a luxury brand or product. This paper concludes on some possible avenues to an acceptable definition of “luxury” and recommendations to participants in this industry on the points to emphasize in their brand promotion and product design and production.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.068
Threshold uncertainty score0.136

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.002
Scholarly communication0.0030.003
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0130.001

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.

Opus teacher head0.471
GPT teacher head0.549
Teacher spread0.078 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2015
Admission routes1
Has abstractyes

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