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Record W3022055341 · doi:10.1108/jkm-09-2019-0493

Replicate or adapt? Franchising and organizational routines

2020· article· en· W3022055341 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJournal of Knowledge Management · 2020
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicFranchising Strategies and Performance
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsReplicateOriginalityPluralRobustness (evolution)MarketingBusinessValue (mathematics)Replication (statistics)Knowledge managementComputer sciencePsychologyMathematicsSocial psychology

Abstract

fetched live from OpenAlex

Purpose The purpose of this paper is to introduce strategy as a factor that explains when franchisors – through the franchisees they select – seek to replicate routines exactly versus allow local adaptation of routines. Design/methodology/approach Combined archival and survey data from 248 US and Canadian franchisors actively seeking franchisees were used to test hypotheses via structural equation modeling. The robustness of results was comprehensively explored. Findings As hypothesized, results suggest that franchisors pursuing plural form strategies select franchisees with traits that foster replication, such as prior managerial experience and the desire to become multi-outlet franchisees. Those franchisors pursuing turnkey strategies seek franchisees who exhibit a willingness to experiment and adapt. In contrast to expectations, plural form franchisors were more likely to seek franchisees with local market knowledge. Originality/value Strategy influences whether franchisors select franchisees who will replicate versus adapt organizational routines. The authors introduce strategy as a factor affecting the extent to which routines are replicated exactly versus adapted locally. For franchising research, they challenge prior theory by explaining why franchisors invest in franchisee selection rather than waiting for the best franchisees to self-select into franchising.

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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.537
Threshold uncertainty score0.446

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.028
GPT teacher head0.228
Teacher spread0.200 · 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