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Identifying Industry-Specific Barriers to Inheritance in Small Family Businesses

2004· article· en· W1993070578 on OpenAlexaffabout
Donald Getz, Tage Petersen

Bibliographic record

VenueFamily Business Review · 2004
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicFamily Business Performance and Succession
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsInheritance (genetic algorithm)TourismMarketingHospitalityBusinessHospitality industryWork (physics)Family businessGeography

Abstract

fetched live from OpenAlex

This article explores generic and industry-specific barriers to inheritance among family businesses within the tourism and hospitality industry. Data from comparable surveys of owners of tourism and hospitality businesses in Denmark and Canada reveal a very low rate of inheritance and a number of industry-specific barriers, including those related to location (e.g., remoteness and small-town settings result in out-migration by children who do not share their parents' lifestyle goals); nature of the work (long hours, high contact with customers, and hands-on labor make the business unappealing); viability of the business (seasonality of demand, taxes, or inseparability of business and family assets result in low potential for inheritance); and the lifestage of parents and children (many owners are in a second career or preretirement enterprise, and children cannot become involved). A number of hypotheses arise from this research and a framework for examining generic and industry-specific barriers is presented, with commentary on how other industries could be examined for these barriers.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.383
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.010
Science and technology studies0.0000.000
Scholarly communication0.0010.003
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.002

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 head0.056
GPT teacher head0.268
Teacher spread0.212 · 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.

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

Citations48
Published2004
Admission routes2
Has abstractyes

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