Remote Work and Post-Bureaucracy: Unintended Consequences of Work Design for Gender Inequality
Bibliographic record
Abstract
= 84) working under two types of work design-a post-bureaucratic work design labeled "agile," and a bureaucratic work design labeled "waterfall"-are used to examine gendered patterns in the adoption of remote work. Interviews reveal an unintended consequence of the agile model: It promotes a physical orientation that induces on-site work. Agile is gender-inegalitarian, with more women than men working remotely despite its perceived unacceptability, and low numbers of employees working remotely overall. By contrast, workers within a waterfall work design express a digital orientation to work and feel empowered to work remotely. The waterfall model is associated with gender egalitarianism; most employees opt to work remotely, and men and women do so in even numbers. Findings suggest that when compared to the post-bureaucratic work design, the bureaucratic work design provides more flexibility. This article refines our understanding of barriers to remote work and provides a lens on the gender dynamics underlying work design.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.008 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".