Main and Interaction Effects of ‘Power Distance’ and ‘Uncertainty Avoidance’ on Innovation in Small and Medium Enterprises in Egypt
Why this work is in the frame
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Bibliographic record
Abstract
The main objective of this study was to investigate the direct and interaction effects of two of Hofstede’s cultural metrics, namely power distance and uncertainty avoidance, on organizational innovation in small and medium enterprises in Egypt. A structured questionnaire adapted from a previous study was distributed amongst employees from different managerial levels. 326 completed questionnaires were collected. Results suggested that the national culture influences the level of strategic innovation in small and medium enterprises operating in Egypt. Power distance enhances strategic innovation; however, uncertainty avoidance inhibits it. Studies on Egyptian enterprises, and Egyptian small and medium enterprises are fundamentally underrepresented in previous literature.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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