Leader Extraversion as a Boundary Condition in the Relationship between Transformational Leadership, Vitality, and Job Improvement
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
We examine the relationship between transformational leadership and job improvement behaviors by considering the moderating effect of leader extraversion and the mediating role of employee vitality. Multi-level path analysis on data from 101 leaders and 619 subordinates provided support to the moderating effect of leader extraversion, such that the relationship between transformational leadership and employee vitality is stronger when the level of leader extraversion is high. Moreover, a moderated mediation procedure showed that the indirect effect of transformational leadership on job improvement via employee vitality was conditional to the level of leader extraversion. We highlight the original contributions of these findings by discussing the moderating role of leader extraversion as an understudied theoretical alternative to its already well-explored role as an antecedent to leadership behaviors. On a practical level, our results indicate that organizations should consider not only what leaders do (transformational leadership behaviors) but also how these behaviors are contextualized by leaders' typical approach (extraversion) to instill a maximum of positive emotion such as vitality in employees.
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 | 0.001 |
| 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