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Record W2618934163 · doi:10.1108/ijchm-02-2016-0096

Increasing sustainable tourism through social entrepreneurship

2017· article· en· W2618934163 on OpenAlexaffabout
Deborah de Lange, Rachel Dodds

Bibliographic record

VenueInternational Journal of Contemporary Hospitality Management · 2017
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicEntrepreneurship Studies and Influences
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsTourismEntrepreneurshipHospitalitySustainabilityContext (archaeology)MarketingSustainable tourismBusinessOriginalityIncentiveHospitality industrySocial entrepreneurshipHospitality management studiesIntrapreneurshipPublic relationsEconomicsSociologyFinanceQualitative researchPolitical science

Abstract

fetched live from OpenAlex

Purpose The purpose of this paper is to explore the link between social entrepreneurship and sustainable tourism and to examine the Canadian context in this regard. Design/methodology/approach The methodology entails a case study approach that includes a thorough review of the related literature and of any existing Canadian sources of hospitality and tourism social entrepreneurship/intrapreneurship projects to determine the state of the Canadian industry with respect to sustainability. Findings Findings show that there are limited showcased hospitality and tourism social entrepreneurship projects in Canada. Two main assumptions related to the Canadian context can be drawn from this search: (1) There is a lack of hospitality and tourism social entrepreneurship projects and/or, (2) hospitality and tourism social entrepreneurship projects and/or businesses are not recognized and/or there is a lack of awareness of them. Research limitations/implications This study assessed the situation in Canada and although it was comprehensive under conditions of limited data availability, it cannot speak to social entrepreneurship in sustainable hospitality and tourism globally, which is a future research opportunity. Practical implications The design of a national incentive program would encourage industry sustainability through tax breaks. This voluntary system would require that firms provide standardized annual reports with their tax filings so that reliable industry data could be collected for analysis and understanding of the sustainability of the industry. Participating firms would be distinguished on a public list. Originality/value This research has theorized on the connection of social entrepreneurship to sustainable hospitality and tourism such that social entrepreneurship drives sustainable industry growth. This is also the first study of its kind to explore social entrepreneurship’s potential contribution to the sustainability of this industry.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.180
Threshold uncertainty score0.357

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0050.005
Scholarly communication0.0050.001
Open science0.0010.008
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0090.001

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 head0.031
GPT teacher head0.287
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

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 designQualitative
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

Citations105
Published2017
Admission routes2
Has abstractyes

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