Safety and customer service: contemporary practices in diversity, organizational development and training and development in the global civil aviation industry
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.
Bibliographic record
Abstract
The commercial aviation industry is an extremely competitive, safetysensitive high technology service industry. Socio‐technical systems, employees and customers must be the arenas of an organization’s core competencies. The implications are vast and pervasive affecting no less than the organization’s structure, strategy, culture and numerous operational activities. In this article, select findings of a human resource management (HRM) audit are compared to the findings of a review of the literature on diversity, organization development (culture) and training and development. The audit, conducted by 13 executives from their respective organizations, contains extensive data on airlines from nine countries from around the globe. In this article we seek to extend the discussion of excellence in safety and customer service to applied systemic organizational HRM issues and critical success factors. Human resource management (HRM) expertise is required now, more than ever, to spearhead internal marketing strategies in order to gain employee commitment in order to foster excellence in safety and customer service.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it