Proactive Goal Generation and Innovative Work Behavior: The Moderating Role of Affective Commitment, Production Ownership and Leader Support for Innovation
Why this work is in the frame
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Bibliographic record
Abstract
Abstract Building on goal‐regulation theory, we develop and test the hypothesis that proactive goal generation fosters individual innovative work behavior. Consistent with a resource‐based perspective, we further examine two‐three‐way interactions to assess whether the link between proactive goal generation and innovative behavior is jointly moderated by organizational affective commitment and production ownership, or, alternatively, leader support for innovation. In a sample of 442 municipal employees from the administrative division of an Italian city hall, proactive goal generation was positively associated with innovative work behavior. Additionally, as expected, this relationship was stronger when employees were highly affectively committed to their organization and when they exhibited a high level of production ownership or received extensive support for innovation from their supervisors. Theoretical and managerial implications are discussed.
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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 | 0.001 |
| 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) | 0.000 | 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