| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.124 | -0.386 |
|
Retracted Output
|
-0.014 | 2.124 |
|
Institutional Self-Citation
|
2.412 | 2.034 |
|
Discontinued Journals Output
|
3.643 | 5.771 |
|
Hyperauthored Output
|
-1.401 | -1.116 |
|
Leadership Impact Gap
|
0.153 | 0.242 |
|
Hyperprolific Authors
|
-1.413 | -0.319 |
|
Institutional Journal Output
|
-0.268 | 1.373 |
|
Redundant Output
|
0.915 | 1.097 |
The University of Ninevah demonstrates a solid overall performance (Score: 0.648) characterized by significant strengths in research governance and integrity, which contrast with specific, high-impact vulnerabilities. The institution's key strengths lie in its exceptionally low rates of retracted output, hyper-authored publications, and hyperprolific authors, indicating robust internal quality controls that effectively filter out problematic national trends. However, this positive profile is challenged by a significant rate of publication in discontinued journals and a medium-to-high level of institutional self-citation, which require strategic intervention. These findings are particularly relevant given the university's recognized thematic strengths in Computer Science, Engineering, and Pharmacology, Toxicology and Pharmaceutics, as per SCImago Institutions Rankings data. To fully align with its mission of assuring "quality of education within the framework of international standards," it is crucial to address the risks associated with publication channel selection and citation patterns. These practices could undermine the perceived quality and global relevance of its research, contradicting the core values of its mission. By leveraging its proven capacity for sound governance, the University of Ninevah can mitigate these risks and ensure its scientific output fully reflects its commitment to excellence and sustainable development.
The institution presents a Z-score of -0.124, slightly above the national average of -0.386. This score reflects an incipient vulnerability, where the university shows minor signals of risk activity that, while still low, warrant observation before they escalate. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this slight elevation compared to the national baseline suggests a need to ensure that all affiliations are transparent and reflect substantive collaboration, rather than early signs of strategic attempts to inflate institutional credit.
With a Z-score of -0.014, the university demonstrates an exceptionally low rate of retractions, starkly contrasting with the significant risk level seen nationally (Z-score: 2.124). This disparity suggests the institution functions as an effective filter, acting as a firewall against the systemic issues affecting its environment. Retractions can signal a failure in pre-publication quality control. The university's excellent performance here indicates that its integrity culture and methodological rigor are strong, successfully preventing the recurring malpractice or errors that appear to be a vulnerability in the national system.
The university's Z-score of 2.412 is in the medium-risk range and notably higher than the national average of 2.034. This indicates a high exposure to this risk factor, suggesting the institution is more prone to these practices than its peers. While a certain level of self-citation is natural, this disproportionately high rate signals a potential 'echo chamber' where work is validated internally without sufficient external scrutiny. This trend warns of endogamous impact inflation, where the institution's academic influence may be oversized by internal dynamics rather than by genuine recognition from the global scientific community.
The institution exhibits a significant-risk Z-score of 3.643, which, while critical, is notably lower than the national average of 5.771. This constitutes an attenuated alert; although the university is an outlier on a global scale, it demonstrates more control over this issue than the national context. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a significant portion of its scientific production is channeled through media failing to meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for improved information literacy to avoid predatory practices.
With a Z-score of -1.401, the institution shows a complete absence of risk signals, performing even better than the already low national average of -1.116. This represents a state of total operational silence on this indicator. In fields outside of 'Big Science,' high rates of hyper-authorship can indicate author list inflation, diluting accountability. The university's exemplary score suggests that its authorship practices are transparent and legitimate, effectively avoiding any signs of 'honorary' or political authorship and reflecting a culture of clear individual accountability.
The institution's Z-score of 0.153 is lower than the national average of 0.242, both of which fall within the medium-risk category. This reflects a differentiated management approach, where the university moderates a risk that appears more common across the country. A wide positive gap suggests that scientific prestige is dependent on external partners rather than being built on internal capacity. The university's more controlled score indicates a healthier balance, suggesting it is making progress in building structural, endogenous research excellence and is less reliant on collaborations where it does not exercise intellectual leadership.
The university's Z-score of -1.413 places it in the very low-risk category, a stronger position than the country's low-risk score of -0.319. This demonstrates low-profile consistency, where the complete absence of risk signals at the institution aligns with, and improves upon, the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks like coercive authorship. The university's clean record in this area is a positive indicator of a healthy balance between quantity and quality, reinforcing the integrity of its scientific record.
With a Z-score of -0.268, the institution shows a very low reliance on its own journals, standing in sharp contrast to the medium-risk national average of 1.373. This signals a state of preventive isolation, where the university does not replicate the risk dynamics observed in its environment. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy. The university's low score demonstrates a clear commitment to independent, external peer review, which enhances the global visibility and competitive validation of its research, avoiding the use of internal channels as potential 'fast tracks' for publication.
The institution's Z-score of 0.915 is lower than the national average of 1.097, with both scores falling in the medium-risk range. This suggests a pattern of differentiated management, where the university moderates a risk that is common within the national system. A high rate of redundant output, or 'salami slicing,' involves fragmenting a single study into multiple minimal publications to inflate productivity metrics. While the university is not entirely immune to this practice, its lower score indicates a more controlled approach, prioritizing the publication of significant new knowledge over sheer volume more effectively than its national peers.
