It’s all a matter of consensus: Leader role modeling strength as a moderator of the links between ethical leadership and employee outcomes
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 present research examines the relationships between ethical leadership and unit-level organizational citizenship behaviors (OCB) and individual-level job satisfaction. In addition, this study tests the proposition that the impact of ethical leadership on these outcomes is moderated by leader role modeling strength, a unit-level construct that captures within-group consensus regarding the extent to which unit members perceived the leader as a role model of ethical behaviors at work. To these ends, the article draws on social learning theory (Bandura, 1977) and social identity theory (Ashforth and Mael, 1989). The results provide support for the proposed theoretical model in a sample of 297 employees nested in 58 work units. Specifically, ethical leadership was more strongly and positively associated with unit-level OCB and individual-level job satisfaction in work units reporting higher (versus lower) leader role modeling strength. This research highlights the importance of studying leader role modeling perceptions in order to better understand the boundary conditions of the impact of ethical leadership on employee attitudes and behaviors.
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 | 0.000 | 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