Corporate Cash Holdings and National Culture: Evidence from the Middle East and North Africa Region
Bibliographic record
Abstract
This paper investigates to what extent cultural dimensions, based on Hofstede’s model, can clarify differences in cash holding levels. The sample includes 395 banks across 19 countries in the Middle East and North Africa region over a period of 16 years (1999–2014). The findings indicate that when uncertainty avoidance and masculinity decrease, cash holdings increase, whereas when power distance, long-term orientation, and individualism increase, the cash holdings increase correspondingly. Based on robustness analysis, the results remain unaffected even after controlling corporate and macroeconomic characteristics related to inflation, corruption, and the exchange rate system. Further analysis shows insignificant differences between Islamic and non-Islamic banks regarding the influence of culture over cash holdings. This study contributes to the literature regarding the impact of culture on corporate cash holdings based on a unique and different context, through examining this relationship in financial institutions located in the Middle East and North Africa region.
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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 | 0.000 | 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 | 0.001 |
| 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 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".