| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.468 | -0.386 |
|
Retracted Output
|
4.644 | 2.124 |
|
Institutional Self-Citation
|
0.846 | 2.034 |
|
Discontinued Journals Output
|
2.723 | 5.771 |
|
Hyperauthored Output
|
-0.894 | -1.116 |
|
Leadership Impact Gap
|
2.892 | 0.242 |
|
Hyperprolific Authors
|
-1.003 | -0.319 |
|
Institutional Journal Output
|
-0.268 | 1.373 |
|
Redundant Output
|
-0.148 | 1.097 |
The University of Zakho presents a complex integrity profile, with an overall risk score of 2.092 indicating areas of notable strength counterbalanced by significant vulnerabilities that require strategic intervention. The institution demonstrates commendable resilience and governance in specific areas, registering very low risk for Hyperprolific Authors and Output in Institutional Journals, and effectively mitigating national trends toward Institutional Self-Citation and Redundant Output. These strengths suggest robust internal policies in certain domains. However, critical alerts in the Rate of Retracted Output and Rate of Output in Discontinued Journals, alongside medium-risk exposure in Multiple Affiliations and a dependency on external collaborations for impact, pose a direct challenge to the research and social contribution pillars of its mission. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Computer Science, Energy, Chemistry, and Engineering. The identified integrity risks, particularly those related to publication quality and retractions, could undermine the credibility and long-term impact of these key research fields, contradicting the pursuit of excellence inherent in its mission. By strategically addressing these vulnerabilities, the University of Zakho can protect its reputational capital, enhance the integrity of its strongest research programs, and more fully align its operational practices with its foundational mission.
The University of Zakho shows a Z-score of 1.468, a moderate deviation from the national average of -0.386. This suggests the institution exhibits a greater sensitivity to risk factors related to author affiliations than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's higher rate compared to a low-risk national standard warrants a review. This divergence indicates a potential for strategic attempts to inflate institutional credit or engage in “affiliation shopping,” and it is advisable to ensure that all declared affiliations correspond to substantive and transparent collaborations.
With a Z-score of 4.644, the institution's rate of retractions is a global red flag, significantly amplifying the already critical risk level seen at the national level (2.124). This severe discrepancy indicates that the university is an outlier even within a highly compromised environment. A rate this far above the average suggests that quality control mechanisms prior to publication may be failing systemically. Beyond isolated incidents of honest error, such a high value points to a profound vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that requires an immediate and thorough qualitative verification by management to prevent further damage to its scientific reputation.
The university demonstrates differentiated management in this area, with a Z-score of 0.846, which is notably lower than the national average of 2.034. This indicates that the institution effectively moderates a risk that appears to be more common across the country. A certain level of self-citation is natural, but the university's controlled rate suggests it is successfully avoiding the creation of scientific 'echo chambers.' By maintaining a lower tendency for endogamous impact inflation, the institution ensures its academic influence is more likely validated by external scrutiny from the global community rather than being oversized by internal dynamics.
The institution's Z-score of 2.723 represents an attenuated alert; while this is a significant risk level, it demonstrates more control than the critical national average of 5.771. This high score remains a critical issue, indicating that a notable portion of the university's research is being channeled through media that do not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks. Although the university is performing better than its national context, the situation still suggests an urgent need to enhance information literacy and due diligence among its researchers to avoid wasting resources on 'predatory' or low-quality publication channels.
With a Z-score of -0.894, the university shows a slight divergence from the national standard of -1.116. This result indicates that while the risk is low, the institution registers faint signals of activity in an area where the rest of the country shows virtually none. In disciplines outside of 'Big Science,' extensive author lists can sometimes indicate an inflation of contributions. This minor signal serves as a reminder to maintain vigilance and ensure that authorship practices remain transparent and accountable, clearly distinguishing between necessary massive collaboration and potentially dilutive 'honorary' authorship.
The university's Z-score of 2.892 reveals high exposure to this risk, standing in stark contrast to the national average of 0.242. This wide positive gap suggests that the institution's overall scientific prestige is heavily dependent on external partners and may not be structural. A high value here warns of a sustainability risk, where a significant portion of the university's measured excellence results from strategic positioning in collaborations where it does not exercise primary intellectual leadership. This invites a strategic reflection on building genuine internal capacity to ensure that high-impact research is a direct result of the institution's own capabilities.
The University of Zakho demonstrates low-profile consistency and strong governance in this area, with a Z-score of -1.003, which is well below the low-risk national average of -0.319. This complete absence of risk signals aligns perfectly with a national standard of integrity. It indicates a healthy institutional culture that prioritizes the quality and substance of research over sheer volume, suggesting that practices such as coercive authorship or assigning credit without meaningful intellectual contribution are not a concern. This result reflects a commendable balance between productivity and scientific rigor.
The institution exhibits a pattern of preventive isolation, with a Z-score of -0.268 in a national context where this indicator is a medium risk (1.373). This demonstrates that the university does not replicate the risk dynamics observed in its environment. By avoiding excessive dependence on its own journals, the institution sidesteps potential conflicts of interest and academic endogamy. This commitment to seeking external, independent peer review for its scientific production limits the risk of using internal channels as 'fast tracks' to inflate CVs, thereby enhancing the global visibility and competitive validation of its research.
The university's Z-score of -0.148 signals strong institutional resilience, especially when compared to the national average of 1.097, which indicates a medium risk. This shows that the institution's control mechanisms appear to successfully mitigate the systemic risks present in the country. The low score suggests that the practice of 'salami slicing'—dividing a single study into minimal publishable units to artificially inflate productivity—is not prevalent. This reflects a culture that prioritizes the generation of significant new knowledge over the distortion of scientific evidence for metric-driven goals.
