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Record W2272145616 · doi:10.1057/jors.2014.127

Coordinating contracts for supply chains that market with mail-in rebates and retailer promotions

2015· article· en· W2272145616 on OpenAlexaff
Shilei Yang, Charles L. Munson, Bintong Chen, Chunming Shi

Bibliographic record

VenueJournal of the Operational Research Society · 2015
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicSupply Chain and Inventory Management
Canadian institutionsWilfrid Laurier University
Fundersnot available
KeywordsNewsvendor modelSupply chainBusinessOrder (exchange)PurchasingSupply chain managementWork (physics)MarketingIndustrial organizationFinance

Abstract

fetched live from OpenAlex

Marketing promotions are pervasive in industry, yet too often they are introduced without regard to their potential impact on the whole supply chain. This paper considers a cooperative business environment where a manufacturer and a retailer work interactively in determining their independent sales promotional actions. We use a newsvendor-modelling framework to study coordinating issues when the manufacturer provides mail-in rebates directly to consumers while the retailer exerts promotional effort to further spur consumer demand. We find that quantity discount contracts in conjunction with buy-back achieve supply chain coordination. Successful coordination can result in significant supply chain improvement, which leads the retailer to order more units and exert higher promotional effort level. With numerical examples, we provide additional insights on the conditions for the manufacturer to offer rebates.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.006
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.236
Threshold uncertainty score0.418

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.120
GPT teacher head0.321
Teacher spread0.201 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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

Citations17
Published2015
Admission routes1
Has abstractyes

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