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Record W2917184165 · doi:10.1177/0972150918814102

Managing a Mission-driven Franchise Organization: An Empirical Investigation of Organizational Practice and Individual Outcomes

2019· article· en· W2917184165 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueGlobal Business Review · 2019
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicFranchising Strategies and Performance
Canadian institutionsnot available
Fundersnot available
KeywordsGeneralizability theoryMultinational corporationContext (archaeology)BusinessFranchiseMarketingSample (material)Empirical evidenceEmpirical researchPublic relationsManagementEconomicsPolitical sciencePsychology

Abstract

fetched live from OpenAlex

The purpose of this research is to investigate the interplay among organizational practice, the adoption of a management philosophy and individual outcomes in a mission-driven multinational education franchise system. A sample of 1,700 potential survey participants throughout the focal organization in both Canada and the United States was used, including 1,282 franchisees and 418 employees. A total of 152 responses were received, including 83 responses from franchisees and 69 responses from corporate employees. The findings of the study provide evidence that the adoption of a management philosophy will mediate the relationships between a philosophy-oriented organizational practice and the individual outcomes in the context of a mission-driven education industry franchise–franchisor setup in North America. One obvious limitation is that the data collection was conducted from within a single organization. The findings of the study are specific to the North American region. Hence, the generalizability is limited. The article builds upon Wang’s ( Journal of Business, 2011, Ethics, 101(1), 111–126) study by adding new measures. The empirical evidence of the study confirms that it is possible for a franchise organization to utilize corporate mission and management philosophy to govern a high level of unity between all stakeholders in a franchise system.

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 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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.025
Threshold uncertainty score0.624

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0000.000
Scholarly communication0.0000.002
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 head0.022
GPT teacher head0.279
Teacher spread0.257 · 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