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Record W4391948507 · doi:10.61173/zpps9q70

What is the Role of the Membership Model and Warehouse Model inAttracting and Retaining Costco Customers

2024· article· en· W4391948507 on OpenAlexaboutno aff
Xinyue He

Bibliographic record

VenueFinance & Economics · 2024
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicConsumer Packaging Perceptions and Trends
Canadian institutionsnot available
Fundersnot available
KeywordsProfit (economics)Business modelProduct (mathematics)BusinessMarketingQuality (philosophy)Industrial organizationEconomicsMicroeconomics

Abstract

fetched live from OpenAlex

While substantial research has been conducted on Costco’s unique business strategies and models, few researchers have taken an in-depth look into Costco customers. As one of the most famous retailers in North America, Costco’s mission is “to continually provide members with quality goods and services at the lowest possible prices (Costco.com).” This statement reflects Costco’s essential competitiveness in keeping its member pricing as low as possible. Costco chose a novel business model to achieve a low price and profit from membership fees instead of pricing the goods too high. Meanwhile, their warehouse model reduced labor costs and increased the quantity offered for a single product. Costco created a new business model integrating memberships and bulk sales, reducing product prices and attracting more customers. With the increasing development of the economy, especially in North America, various novel business models have been used; however, their essential working principle is rarely emphasized. This paper aims to find out what the roles of warehouse and membership are in gaining more customers and benefiting the company. This study surveyed 30 respondents living in Toronto with Costco stores to determine members’ attitudes toward these two business models. The study also used the quantitative method using secondary data sources such as Costco’s website, annual reports, and various financial websites. Results indicate that by uniquely positioning itself as a paid-membership and warehouse model, Costco’s strategies brought massive attention through the invisible advertisements implicitly found in that positioning.

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)0.004
metaresearch head score (Gemma)0.019
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.022
Threshold uncertainty score0.044

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.019
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0040.004
Scholarly communication0.0110.007
Open science0.0020.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0070.001

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 head0.024
GPT teacher head0.225
Teacher spread0.202 · 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
Published2024
Admission routes1
Has abstractyes

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