Early Adopters’ Philosophies, Practices and Perspectives on Eco-Tourism and Eco-Certification: The Case of Ecotourism in Jamaica
Bibliographic record
Abstract
This paper examines business philosophies, sustainable practices, and attitudes towards eco-certification of pio-neering tourism operators engaged in ecotourism in the mature ‘sun and beach’ destination of Jamaica. We conducted a thematic analysis of the data collected from semi-structured interviews with managers and owners, and observations from on-site visits with establishments identified as ecotourism operators in Jamaica. We identified five distinct busi-ness philosophies that guided our participants' operations: presenting Jamaica in a holistic way, preserving the natural and cultural environment, community support, economic sustainability and incentivized preservation, and operational independence. The tourism operations in our study primarily engage in sustainable practices as a means of attaining operational independence. Meanwhile, participants held mixed attitudes towards eco-certification. There was signifi-cant overlap between our findings and the existing conceptual UNWTO framework for ecotourism. We found strong evidence for the role of education as the defining characteristic of ecotourism. Varying attitudes towards and awareness of sustainability and conservation of the country’s cultural and natural assets limit the amount of community consulta-tion in planning and development of these enterprises.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".