Distinctive personality traits of quality management personnel
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
Purpose – The purpose of this paper is to investigate differences in personality and career satisfaction between quality managers and workers in other fields based on Person-Environment Fit theory. Design/methodology/approach – Field study: personality and career satisfaction data for 965 quality managers were compared with those for a sample of over 85,000 individuals in many different occupations and employment settings using multivariate analysis of variance (MANOVA) and t -tests. Findings – Quality managers were higher than other occupations in intrinsic motivation, tough-mindedness, and conscientiousness, but lower in career satisfaction, optimism, and assertiveness. Research limitations/implications – This paper does not contain any longitudinal study; there is also a lack of some demographic variables, including race/ethnicity, job tenure, and career tenure. Practical implications – The findings carry implications for career planning, recruiting, pre-employment testing, training, and helping quality managers navigate through their organizations and careers. Social implications – Overall, the authors provide a personality profile of quality managers and show that many quality managers have lower career satisfaction than other occupations. Originality/value – These findings provide an occupational profile of salient personality traits of QC managers which can be used in occupational classification, field identity, and career planning.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.001 | 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 it