| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.646 | -0.386 |
|
Retracted Output
|
1.188 | 2.124 |
|
Institutional Self-Citation
|
-0.293 | 2.034 |
|
Discontinued Journals Output
|
2.624 | 5.771 |
|
Hyperauthored Output
|
-0.753 | -1.116 |
|
Leadership Impact Gap
|
3.663 | 0.242 |
|
Hyperprolific Authors
|
-0.853 | -0.319 |
|
Institutional Journal Output
|
-0.268 | 1.373 |
|
Redundant Output
|
0.158 | 1.097 |
The University of Duhok demonstrates a robust overall performance with a score of 0.843, reflecting a profile of significant internal governance and resilience within a complex national context. The institution's primary strengths lie in its exceptional control over academic endogamy, evidenced by very low rates of output in institutional journals and institutional self-citation, and its prudent management of authorship practices. However, critical vulnerabilities emerge in areas that directly impact long-term scientific sustainability and reputation, namely a high rate of output in discontinued journals, a significant volume of retracted publications, and a critical dependency on external partners for research impact. The university's strongest thematic areas, according to SCImago Institutions Rankings data, include Veterinary, Medicine, Agricultural and Biological Sciences, and Physics and Astronomy. While these rankings are commendable, the identified integrity risks, particularly the gap in leadership impact, pose a direct challenge to its mission of achieving "excellence" and building sustainable research capacity to serve the region. To fully align its operational reality with its strategic vision, the university should leverage its clear governance strengths to mitigate these risks, thereby ensuring its contributions are not only impactful but also structurally sound and self-sufficient.
The institution presents a Z-score of -0.646, which is lower than the national average of -0.386. This indicates a prudent and rigorous approach to managing researcher affiliations, surpassing the standard practice observed across the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this controlled rate suggests that the university effectively avoids practices aimed at artificially inflating institutional credit through "affiliation shopping," reinforcing a culture of transparent and accurate academic accounting.
With a Z-score of 1.188, the institution's rate of retractions is a significant alert, although it demonstrates more control compared to the critical national average of 2.124. Retractions are complex events, but a rate significantly higher than the global average suggests that pre-publication quality control mechanisms may be failing systemically. This attenuated alert, while better than the national context, still points to a vulnerability in the institution's integrity culture and indicates a potential for recurring methodological or ethical lapses that require immediate qualitative verification by management to safeguard its scientific reputation.
The university exhibits strong institutional resilience with a Z-score of -0.293, in stark contrast to the medium-risk national average of 2.034. This demonstrates that its internal control mechanisms are effectively mitigating the systemic risks of academic insularity prevalent in its environment. A certain level of self-citation is natural, but the university successfully avoids the "echo chambers" that can arise from disproportionately high rates. This low value suggests the institution's academic influence is validated by the global community rather than being inflated by endogamous internal dynamics.
The institution's Z-score of 2.624 represents a significant risk, though it remains below the national average of 5.771. This constitutes an attenuated alert, indicating that while the university is an outlier on a global scale, it exercises more control than its national peers. A high proportion of publications in discontinued journals is a critical issue, suggesting that a significant amount of research is channeled through media lacking international ethical or quality standards. This exposes the institution to severe reputational risks and points to an urgent need to enhance information literacy among its researchers to prevent the waste of resources on predatory or low-quality publishing practices.
With a Z-score of -0.753, the institution shows a slight divergence from the national standard, which stands at a very low -1.116. This indicates the presence of minor risk signals related to hyper-authorship that are largely absent in the rest of the country. While extensive author lists are legitimate in "Big Science," their appearance in other contexts can signal author list inflation, which dilutes individual accountability. This finding serves as a minor flag, suggesting a review of authorship practices to ensure they remain transparent and based on meaningful contributions.
The institution's Z-score of 3.663 is a critical alert that significantly amplifies a vulnerability already present in the national system (Z-score of 0.242). This extremely wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a severe sustainability risk. It suggests that the university's scientific prestige is largely dependent and exogenous, not structural. This finding demands deep strategic reflection on whether its excellence metrics result from genuine internal capacity or from tactical positioning in collaborations where the institution does not exercise intellectual leadership.
The university demonstrates a prudent profile with a Z-score of -0.853, indicating more rigorous process management than the national standard of -0.319. While high productivity can reflect leadership, extreme individual publication volumes often challenge the limits of meaningful intellectual contribution. The institution's low score in this area is a positive signal, suggesting it effectively mitigates risks such as coercive authorship or the prioritization of quantity over quality, thereby protecting the integrity of its scientific record.
With a Z-score of -0.268 against a national average of 1.373, the institution displays a clear preventive isolation from national trends. It successfully avoids the risk dynamics associated with publishing in its own journals. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy, as the institution becomes both judge and party. The university's very low rate demonstrates a strong commitment to independent, external peer review, ensuring its research undergoes standard competitive validation and achieves global visibility.
The institution's Z-score of 0.158, while indicating a medium risk, reflects a more controlled approach compared to the national average of 1.097. This suggests a differentiated management style that effectively moderates a risk common in the country. Massive bibliographic overlap between publications can indicate "salami slicing," where studies are fragmented to artificially inflate productivity. The university's lower score suggests it maintains a healthier balance, prioritizing the generation of significant new knowledge over the distortion of scientific evidence for metric-driven gains.