Jobs, Careers, and Callings: Exploring Work Orientation at Mid-Career
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
Mid-career is a time when work orientation (i.e., viewing ones’ work as a job, a career, or a calling) comes into sharper focus. Using Wrzeniewski et al.’s tripartite model, we conducted a discriminant function analysis to determine the combination of variables that best discriminates among people who are aligned with a job, a career, or a calling orientation in a sample of 251 full-time, North American mid-career employees. Compared to those who approach work as a job, those with a calling orientation were more engaged in work. The career-oriented stood apart from the others as a function of shorter job tenure, greater turnover intentions, work engagement, career satisfaction, and a tendency to engage in career self-comparisons. Work-orientation groups did not differ significantly in terms of family centrality, work–life balance, life satisfaction, or well-being. The results suggest that the work orientations represent distinct and equally valid ways to approach work.
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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) | 0.000 | 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