Reactions of Older Employees to Organizational Downsizing: The Role of Gender, Job Level, and Time
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
This panel study examined the reactions of 187 federal government employees aged 45 and older during the initial phase of a large-scale downsizing and 20 months later. There were few significant differences in the reactions of older men and women. Respondents in management positions reported significantly more positive attitudes toward their job and the organization than did respondents in nonmanagement jobs. Compared with the initial phase of the downsizing, respondents reported a significant decrease in commitment to the organization 20 months later. For the two dimensions of job insecurity, perceived threat of job loss decreased, whereas sense of powerlessness over decisions affecting the future of one's job increased. A major area of concern for management is the low level of organizational trust and morale reported by the respondents at both time periods.
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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 | 0.000 | 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