The inclusion challenge with reduced‐load professionals: The role of the manager
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
Abstract Increased interest in reduced‐load (part‐time) work among professionals who want to have a life beyond work has led to new challenges for managers who must sustain productivity while also supporting employees. However, to date, little attention has been focused on exactly how managers facilitate effective implementation of these alternative work arrangements. This study presents findings from an interview study of 83 cases of reduced‐load professionals in 43 organizations in the United States and Canada. Analysis of the interviews with both professionals and their managers surfaced recurrent themes that led to identification of five clusters of behaviors and five clusters of dispositions that capture the nature of managerial support in implementing reduced‐load work. The ten categories of behaviors and dispositions expand on existing notions of supervisory support and provide new insight into the role of managers in fostering inclusiveness. Additional quantitative analyses found significant relationships between the success of the reduced‐load arrangements and specific managerial behaviors and dispositions. © 2008 Wiley Periodicals, Inc.
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 | 0.002 | 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 | 0.007 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.002 |
| 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