Navigating gender and culture in constructing network ties: perceptions and behaviors of women founders in Jordanian digital businesses
Bibliographic record
Abstract
Purpose This study sought to examine how women founders navigate gender and cultural influences in constructing network ties in Jordan. Design/methodology/approach In-depth interviews document the experiences of 14 women founders operating digital technology-based businesses in Amman, Jordan. Findings Gender homogenous ties were perceived to be of diminished quality, limiting the ability of the women founders to acquire resources while risking isolation from diverse networks. Formal professional, male-centric ties were perceived to offer more business impact due to the applicability and usefulness of information. Formal communication, use of intermediaries and industry events were used to develop network ties. These approaches enable founders to respect gendered collectivist norms, such as adhering to family members’ expectations about occupational roles, while meeting new business associates. The strength of network ties emerged as a continuum with strong, weak and midpoint ties. Midpoint ties offered valued encouragement and emotional support but were perceived to be less effective and provided fewer resources compared to strong network ties. Originality/value Mechanisms of gender inequality are evidenced in how gender, culture and social networks operate in relation to each other. Perceptions reflect culturally situated, within-group stereotypes, informing how women founders discount other women’s knowledge and experience.
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How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".