Broad‐based incentive plans, HR practices and company performance
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 purpose of this paper is to further develop our knowledge of the complementarities between broad‐based incentives and human resource (HR) management practices, and their combined impact on company performance. We focus on three HR practices that are expected, separately and in combination, to enhance the effectiveness of broad‐based plans: information sharing, upward communication, and training in team skills. Using a sample of 305 Canadian firms, we find that companies with broad‐based incentive plans have lower levels of upward communication and higher levels of information sharing compared with companies that do not offer incentives to the majority of their workforce. Further, we find that companies with broad‐based incentive plans are more productive compared with companies with no such plans, and the presence of supporting HR practices increases their productivity advantage even further. In particular, upward communication combined with broad‐based incentives has a strong positive relationship with productivity.
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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 | 0.000 |
| Science and technology studies | 0.002 | 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