The Role of Organizational Efforts in Mitigating the Adverse Effects of Workplace Mistreatment on Attitudinal Responses
Bibliographic record
Abstract
Despite increasing attention to workplace mistreatment in organizations, few studies have investigated the consequences of such negative experiences on employees. Using the Canadian Public Service Employee Survey (PSES) data (about 80,000 observations), this study examines the relationships between workplace mistreatment and outcomes at work and the moderating role of organizational efforts in preventing and handling workplace mistreatment among Canadian federal government employees. Empirical results of an OLS regression and logit model document that perceived workplace mistreatment, in terms of workplace harassment and discrimination, is negatively related to job satisfaction and continuance organizational commitment and positively related to turnover intention. The analysis also shows that the linkages between workplace mistreatment and the three outcomes were weaker when organizational efforts aimed at dealing with workplace mistreatment were perceived to be high. Implications of these results for research and practice are discussed.
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How this classification was reachedexpand
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 | 0.002 | 0.006 |
| 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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".