| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.088 | 0.704 |
|
Retracted Output
|
0.136 | 1.274 |
|
Institutional Self-Citation
|
-1.582 | 0.060 |
|
Discontinued Journals Output
|
3.242 | 1.132 |
|
Hyperauthored Output
|
-0.314 | -0.763 |
|
Leadership Impact Gap
|
2.379 | 0.491 |
|
Hyperprolific Authors
|
-1.413 | 2.211 |
|
Institutional Journal Output
|
-0.268 | -0.234 |
|
Redundant Output
|
-0.123 | 0.188 |
Dar Al Uloom University presents a complex integrity profile with an overall score of 0.748, marked by significant strengths in research ethics alongside critical vulnerabilities that require strategic attention. The institution demonstrates exemplary control in areas such as Institutional Self-Citation, Hyperprolific Authorship, and Output in Institutional Journals, indicating a robust internal culture that prioritizes external validation and accountability. However, these strengths are contrasted by a significant risk in the Rate of Output in Discontinued Journals and high exposure in the Rate of Multiple Affiliations and the Gap in Impact. According to SCImago Institutions Rankings data, the university's key thematic strengths are in Dentistry, Pharmacology, Toxicology and Pharmaceutics, and Social Sciences. The identified risks directly challenge the institution's mission to achieve "research excellence" and provide "high quality learning"; channeling research into discontinued journals undermines the credibility of its contributions and its commitment to serving community needs with reliable knowledge. To fully align its practices with its mission, the university should leverage its clear internal strengths to develop targeted policies that mitigate its external vulnerabilities, thereby safeguarding its reputation and ensuring its contributions are both excellent and impactful.
The institution's Z-score of 2.088 is notably higher than the national average of 0.704, indicating a greater exposure to the factors driving this practice, even though both operate within a medium-risk context. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate suggests a potential strategic use of "affiliation shopping" to inflate institutional credit. This warrants a review of institutional policies to ensure transparency and the proper attribution of research contributions.
With a Z-score of 0.136, the university demonstrates relative containment of retraction risk, a notable achievement compared to the country's significant-risk score of 1.274. This suggests that the institution's internal quality control mechanisms are successfully mitigating a broader systemic issue. Retractions are complex events, but a rate significantly higher than the average can alert to systemic failures. In this case, the university's lower rate indicates that its pre-publication quality controls are functioning more effectively than the national standard, though continued vigilance is necessary to uphold this standard of integrity.
The university's Z-score of -1.582 demonstrates a state of preventive isolation from the national trend (Z-score 0.060), where self-citation is a medium-level concern. This exceptionally low rate is a strong positive signal, indicating that the institution avoids the scientific isolation or 'echo chambers' that can arise from excessive self-validation. This practice ensures that the institution's academic influence is built on broad community recognition rather than being inflated by internal dynamics, reflecting a healthy and outward-looking research culture.
The institution's Z-score of 3.242 is a significant red flag, drastically amplifying the medium-risk vulnerability already present in the national system (Z-score 1.132). This high proportion of output in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. It indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -0.314, the university's rate of hyper-authored output, while low, points to an incipient vulnerability when compared to the even lower national average of -0.763. This slight elevation within a low-risk environment serves as an early signal to monitor authorship practices. It is crucial to ensure that author lists reflect genuine contributions and to distinguish between necessary massive collaboration and the potential emergence of 'honorary' or political authorship practices that could dilute individual accountability and transparency.
The university's Z-score of 2.379 reveals a high exposure to impact dependency, far exceeding the national average of 0.491. This very wide positive gap—where global impact is high but the impact of research led by the institution itself is low—signals a sustainability risk. It suggests that the institution's scientific prestige is largely dependent and exogenous, not structural. This finding invites a strategic reflection on whether its excellence metrics result from real internal capacity or from a positioning in collaborations where the institution does not exercise intellectual leadership.
The university's Z-score of -1.413 signifies a state of preventive isolation from the national context, where hyperprolific authorship is a medium-level risk (Z-score 2.211). This absence of extreme individual publication volumes is a positive indicator of a healthy balance between quantity and quality. It suggests that the institutional culture does not encourage practices such as coercive authorship or the assignment of authorship without real participation, thereby prioritizing the integrity of the scientific record over the inflation of productivity metrics.
With a Z-score of -0.268, the university demonstrates integrity synchrony with the national environment (Z-score -0.234). This total alignment in a context of maximum scientific security shows a commendable lack of dependence on in-house journals. By avoiding potential conflicts of interest where the institution acts as both judge and party, the university ensures its scientific production undergoes independent external peer review, thereby enhancing its global visibility and competitive validation.
The university's Z-score of -0.123 indicates strong institutional resilience, as it maintains a low-risk profile while the national context shows a medium-level risk (Z-score 0.188). This suggests that internal control mechanisms are effectively mitigating the practice of 'salami slicing.' By discouraging the fragmentation of coherent studies into minimal publishable units to artificially inflate productivity, the institution promotes the generation of significant new knowledge and contributes positively to the integrity of the scientific record.
