| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.992 | -0.386 |
|
Retracted Output
|
7.321 | 2.124 |
|
Institutional Self-Citation
|
-1.360 | 2.034 |
|
Discontinued Journals Output
|
0.803 | 5.771 |
|
Hyperauthored Output
|
-0.461 | -1.116 |
|
Leadership Impact Gap
|
3.799 | 0.242 |
|
Hyperprolific Authors
|
-0.330 | -0.319 |
|
Institutional Journal Output
|
-0.268 | 1.373 |
|
Redundant Output
|
0.111 | 1.097 |
Soran University presents a complex integrity profile, with an overall risk score of 2.701 that signals a need for strategic intervention. The institution demonstrates significant strengths, particularly in its resistance to academic endogamy, as evidenced by very low rates of institutional self-citation and publication in its own journals. However, these positive aspects are counterbalanced by critical vulnerabilities, including exceptionally high rates of retracted output and multiple affiliations, alongside a notable dependency on external collaborations for citation impact. According to SCImago Institutions Rankings data, the university shows competitive national positioning in key thematic areas such as Economics, Econometrics and Finance (ranked 5th in Iraq), Energy, and Chemistry. While these rankings indicate pockets of excellence, the identified integrity risks—especially those concerning retractions and questionable affiliation practices—directly challenge any institutional mission centered on achieving scientific excellence and upholding social responsibility. To secure its reputation and ensure sustainable growth, Soran University should leverage this analysis as a strategic tool, focusing on reinforcing its quality control mechanisms and authorship policies while building upon its demonstrated capacity for robust, externally validated research.
The institution exhibits a Z-score of 2.992, a figure that marks a severe discrepancy when compared to the national average of -0.386. This pronounced deviation suggests that the university's affiliation patterns are highly atypical for its environment and warrant a deep integrity assessment. While multiple affiliations can be a legitimate outcome of collaboration, such a disproportionately high rate can signal strategic attempts to inflate institutional credit or engage in “affiliation shopping.” The data points to a risk activity far beyond the national standard, making it imperative to review the underlying causes and ensure that affiliation practices align with ethical standards of transparency and contribution.
With an institutional Z-score of 7.321, Soran University is a global red flag in this critical area, significantly exceeding a national average (2.124) that is already compromised. This result positions the institution as a leader in this negative metric, suggesting that its quality control mechanisms prior to publication may be failing systemically. Retractions are complex, but a rate this far above the global average alerts to a profound vulnerability in the institution's integrity culture. It indicates that recurring malpractice or a severe lack of methodological rigor may be present, requiring immediate and decisive qualitative verification by management to protect the university's scientific reputation.
The institution demonstrates exceptional performance with a Z-score of -1.360, showcasing a preventive isolation from the risk dynamics observed nationally, where the average score is 2.034. This result indicates that the university does not replicate the trend of endogamous impact inflation seen elsewhere in the country. A certain level of self-citation is natural, but the institution's very low rate signals a healthy integration into the global scientific community and a reliance on external scrutiny for validation. This practice avoids the creation of 'echo chambers' and confirms that the institution's academic influence is driven by broad recognition rather than internal dynamics.
The university's Z-score of 0.803 reflects a degree of relative containment when contrasted with the critical national average of 5.771. Although risk signals for publishing in low-quality outlets exist within the institution, it appears to operate with more order and due diligence than the national standard. A high proportion of output in such journals constitutes a critical alert, but in this case, the university is effectively mitigating the severe reputational risks associated with 'predatory' practices that are more widespread in its environment. Nevertheless, this signal suggests a continued need for information literacy to further protect institutional resources and reputation.
With a Z-score of -0.461, the institution shows a slight divergence from the national context, where the average is -1.116. This indicates the emergence of risk signals related to hyper-authorship that are not yet apparent in the rest of the country. While extensive author lists are legitimate in 'Big Science' contexts, their appearance elsewhere can indicate author list inflation, which dilutes individual accountability. This value serves as an early warning to distinguish between necessary massive collaboration and the potential for 'honorary' or political authorship practices before they escalate.
The institution's Z-score of 3.799 demonstrates a significant risk accentuation, amplifying a vulnerability that is less pronounced at the national level (0.242). This very wide positive gap signals a critical sustainability risk, suggesting that the university's scientific prestige is highly dependent and exogenous, not structural. The data indicates that its high-impact metrics may result more from strategic positioning in collaborations where it does not exercise intellectual leadership, rather than from its own internal capacity. This invites urgent reflection on strategies to build genuine, self-sufficient research excellence.
The institution's Z-score of -0.330 is in close alignment with the national average of -0.319, indicating a state of statistical normality. The risk level associated with hyperprolific authors is as expected for its context and size. This suggests that the university's environment does not currently foster an unusual number of authors with extreme publication volumes, thereby avoiding the most evident risks of imbalances between quantity and quality, such as coercive authorship or authorship assignment without real participation.
With a Z-score of -0.268, the institution effectively isolates itself from the national trend, where the average is 1.373. This strong performance indicates a clear commitment to external, independent peer review. In-house journals can create conflicts of interest, but the university avoids this risk of academic endogamy. By shunning the use of internal channels as potential 'fast tracks' for publication, it ensures its scientific production undergoes standard competitive validation, thereby enhancing its global visibility and credibility.
The institution's Z-score of 0.111 points to differentiated management of this risk compared to the national average of 1.097. This suggests the center moderates the practice of data fragmentation, or 'salami slicing,' which appears more common in the country. A high value in this indicator alerts to the artificial inflation of productivity by dividing studies into minimal publishable units. The university's lower score indicates a healthier publication culture that appears to prioritize the generation of significant new knowledge over the distortion of the scientific record for metric-driven goals.
