Investigating IT Governance Practice and Its Application, Benefits, and Administrative Implications in the Banking Sector, Saudi Arabia
Bibliographic record
Abstract
Governance is one of the most effective tools to stimulate investments because it encourages the growth of financial markets. IT governance is a fundamental part of corporate governance. It helps achieve many advantages and benefits for companies. This study aims to examine the level of IT governance practice and its application, benefits, and administrative implications in the private banking sector in Saudi Arabia. To achieve the research objective, the inductive and deductive research approaches are employed to address the questions and collect the data. A 5-point Likert scale questionnaire was administered to three categories of employees in the selected Saudi banks. The findings revealed that IT governance contributed to creating a competitive advantage and adding real value to the banks through improving their reputation, increasing the market share, and enhancing customer satisfaction, which resulted in an improvement in the value of the banks. However, it is recommended that the rules of control and the principles of IT governance are considered in the future policies of Saudi banks, their mission, structures, and decision-making.
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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 | 0.006 | 0.026 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| 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".