| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.530 | -0.386 |
|
Retracted Output
|
-0.099 | 2.124 |
|
Institutional Self-Citation
|
-0.004 | 2.034 |
|
Discontinued Journals Output
|
2.395 | 5.771 |
|
Hyperauthored Output
|
-1.296 | -1.116 |
|
Leadership Impact Gap
|
2.177 | 0.242 |
|
Hyperprolific Authors
|
-1.413 | -0.319 |
|
Institutional Journal Output
|
-0.268 | 1.373 |
|
Redundant Output
|
-1.186 | 1.097 |
Al-Hikma University presents a robust scientific integrity profile, with an overall risk score of 0.213 that indicates a strong foundation in responsible research practices. The institution demonstrates remarkable strengths by effectively insulating itself from several high-risk trends prevalent at the national level, particularly in the rates of retracted output, institutional self-citation, and redundant publications. This showcases a commendable commitment to quality control and external validation. Key areas of academic strength, as reflected in the SCImago Institutions Rankings data, include Computer Science and Engineering. However, the analysis identifies two medium-risk vulnerabilities: a notable dependency on external collaborators for research impact and a moderate rate of publication in discontinued journals. These risks, if left unaddressed, could undermine the university's mission to achieve genuine academic excellence and social impact, as they suggest a potential gap between perceived prestige and structural, self-sufficient capacity. To build upon its solid base, a strategic focus on strengthening internal research leadership and enhancing due diligence in publication channel selection is recommended.
The institution's Z-score of -0.530 is lower than the national average of -0.386, reflecting a prudent and well-managed approach to academic affiliations. This indicates that the university manages its collaborative processes with more rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's controlled rate suggests a clear policy that effectively avoids the risk of strategically inflating institutional credit or engaging in “affiliation shopping,” ensuring that credit is assigned transparently and accurately.
With a Z-score of -0.099, Al-Hikma University stands in stark contrast to the country's significant-risk score of 2.124. This demonstrates that the institution acts as an effective filter, successfully insulating itself from the systemic issues leading to high retraction rates nationally. A high rate of retractions can signal failing quality control mechanisms or recurring malpractice. The university's exceptionally low score is a positive indicator of a strong integrity culture and robust pre-publication supervision, suggesting that its processes for ensuring methodological rigor are functioning correctly and preventing the types of errors or misconduct observed elsewhere in the country.
The university shows strong institutional resilience, with a Z-score of -0.004 compared to the country's medium-risk score of 2.034. This indicates that the institution's control mechanisms are successfully mitigating the systemic risk of academic endogamy present in its environment. A certain level of self-citation is natural, but the university avoids the disproportionately high rates that can signal scientific isolation or 'echo chambers.' This result suggests that the institution's academic influence is healthily validated by the global community rather than being oversized by internal dynamics.
The institution exhibits a medium-risk Z-score of 2.395, which, while concerning, demonstrates relative containment compared to the critical national average of 5.771. Although the university operates with more order than its environment, this score is a critical alert regarding due diligence in selecting dissemination channels. It indicates that a significant portion of its scientific production is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need to improve information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.296, which is even lower than the country's very low-risk score of -1.116, the institution demonstrates total operational silence in this area. This complete absence of risk signals indicates that authorship practices are exceptionally well-governed. It confirms that the university's research culture successfully distinguishes between necessary massive collaboration and the dilutive effects of 'honorary' or political authorship, thereby maintaining high standards of individual accountability and transparency in its publications.
This indicator reveals a significant vulnerability, as the institution's medium-risk Z-score of 2.177 shows a high exposure, far exceeding the national average of 0.242. This wide positive gap suggests that while the university's overall impact is high, the impact of research led by its own faculty is comparatively low, signaling a potential sustainability risk. This high value suggests that its scientific prestige may be dependent and exogenous, not structural. This finding invites a critical reflection on whether the institution's excellence metrics result from its real internal capacity or from strategic positioning in collaborations where it does not exercise intellectual leadership.
The institution's Z-score of -1.413 is well within the very low-risk category, demonstrating low-profile consistency with the national environment, which has a score of -0.319. The complete absence of risk signals in this area is a positive sign. It suggests a healthy balance between productivity and quality, steering clear of the risks associated with extreme publication volumes, such as coercive authorship or assigning credit without meaningful intellectual contribution. This reinforces a culture that prioritizes the integrity of the scientific record over purely quantitative metrics.
Al-Hikma University shows a pattern of preventive isolation, with a very low-risk Z-score of -0.268, in contrast to the country's medium-risk score of 1.373. This indicates the institution does not replicate the risk dynamics of academic endogamy observed in its environment. By avoiding excessive dependence on its own journals, the university ensures its scientific production overwhelmingly passes through independent external peer review. This practice mitigates potential conflicts of interest and prevents the use of internal channels as 'fast tracks' to inflate CVs, thereby enhancing the global visibility and competitive validation of its research.
The institution again demonstrates preventive isolation from national trends, with a very low-risk Z-score of -1.186 compared to the country's medium-risk score of 1.097. This low value indicates a strong institutional norm against the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. By avoiding 'salami slicing,' the university upholds the integrity of the scientific evidence it produces and contributes to a healthier academic ecosystem, prioritizing the generation of significant new knowledge over the pursuit of volume.
