The glass ceiling in context: the influence of CEO gender, recruitment practices and firm internationalisation on the representation of women in management
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
This study examines macro‐level organisational determinants of women in management. Specifically, we examined organisational characteristics and strategies, including firm levels of internationalisation, firm foreign ownership, chief executive officer gender and the active recruitment of women, as predictors of an organisation's level of representation of women in management. Results from a survey of 278 firms indicated that the presence of a female chief executive officer and an organisation's active recruitment of women are positively associated with a firm's percentage of women in management while firm internationalisation and firm foreign ownership are negatively associated with the representation of women in management. Overall, these findings suggest that although firms exercise discretion with respect to hiring and promoting women, they are also constrained by the external environment and organisational characteristics. For example, firms with higher levels of firm internationalisation and that are foreign‐owned may limit their efforts and investment in the advancement of women into management.
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 | 0.007 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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