The impact of gender, family, and work on the career advancement of Lebanese women managers
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
Purpose The purpose of this paper is to address the research gap on Lebanese women managers and to demonstrate how gender, work, and family factors influence the career advancement of women managers. Design/methodology/approach The research is qualitative in nature. A total of 32 in‐depth face‐to face interviews were conducted with 32 women managers. Findings Interview data reveal that Lebanese women managers do not perceive gender‐centered factors as obstacles to career advancement. The women in the study used different terms to describe the impact of gender, work, and family factors on their career progression to those found in existing literature. Their responsibilities towards their families were not perceived as barriers hindering their career progress. In addition, their personality traits, aspirations for management, levels of educational attainment and work experience, and family‐related factors were also not perceived as inhibiting their careers. Practical implications The paper provides new practical insights into the relationships and the interconnections between Arab society, women, and their managerial careers. A strong theme is the significant role of Wasta , the reliance and dependence on social connections versus personal education and achievements to achieve career progress, in enhancing career progression and how gender is less of a criterion in the presence of Wasta . Originality/value This paper contributes to the limited knowledge about women and management in Lebanon, as well as the Middle Eastern region in general.
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 | 0.000 | 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