| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.138 | -0.386 |
|
Retracted Output
|
3.911 | 2.124 |
|
Institutional Self-Citation
|
-0.930 | 2.034 |
|
Discontinued Journals Output
|
2.055 | 5.771 |
|
Hyperauthored Output
|
-0.756 | -1.116 |
|
Leadership Impact Gap
|
2.730 | 0.242 |
|
Hyperprolific Authors
|
-0.978 | -0.319 |
|
Institutional Journal Output
|
-0.268 | 1.373 |
|
Redundant Output
|
1.034 | 1.097 |
Erbil Polytechnic University presents a moderate overall risk profile (Overall Score: 1.778), characterized by a notable duality in its scientific integrity landscape. The institution demonstrates exceptional strengths in areas of internal governance, with very low risk signals for Institutional Self-Citation, Hyperprolific Authors, and Output in Institutional Journals. This indicates a robust culture of seeking external validation and maintaining a healthy balance in productivity. However, these strengths are contrasted by significant and medium-level risks, most critically in the Rate of Retracted Output, and also concerningly in the Rate of Multiple Affiliations and the Gap in Impact derived from non-led research. According to SCImago Institutions Rankings data, the university's key thematic strengths are concentrated in Mathematics, Computer Science, and Engineering. While the institution's specific mission was not available for this analysis, any standard mission centered on academic excellence and societal contribution is challenged by integrity risks. A high rate of retractions, in particular, directly undermines the credibility and reliability of research, which is the bedrock of institutional reputation. To secure its strategic positioning, Erbil Polytechnic University is advised to leverage its clear capacity for internal control to systematically address its vulnerabilities in pre-publication quality assurance and collaboration strategies, thereby ensuring its scientific output is both impactful and unimpeachably sound.
The institution exhibits a Z-score of 2.138, a value that represents a moderate deviation from the national context, where the average Z-score is -0.386. This indicates that the university shows a greater sensitivity to this risk factor than its national peers. While multiple affiliations can be a legitimate outcome of researcher mobility or partnerships, this heightened rate warrants a review of collaboration patterns. The data suggests a need to ensure that these affiliations are the result of substantive scientific cooperation rather than strategic attempts to inflate institutional credit or "affiliation shopping," which could dilute the university's distinct academic identity.
With a Z-score of 3.911, the institution's rate of retractions is a global red flag, significantly exceeding the already critical national average of 2.124. This score indicates that the university is not only immersed in a high-risk environment but is a leading contributor to this dynamic. Retractions are complex, but a rate this far above the norm suggests that quality control mechanisms prior to publication may be failing systemically. This is a critical vulnerability in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that requires an immediate and thorough qualitative verification by management to protect its scientific reputation.
The university demonstrates exceptional performance in this area, with a Z-score of -0.930, signifying a very low risk. This stands in stark contrast to the national average of 2.034, which indicates a medium-level risk of endogamy. This result reflects a pattern of preventive isolation, where the institution successfully avoids the risk dynamics prevalent in its environment. A certain level of self-citation is natural, but this low score confirms that the university's work is validated by the broader scientific community, not confined to an internal 'echo chamber,' thereby ensuring its academic influence is based on global recognition rather than inflated internal dynamics.
The institution's Z-score of 2.055 places it in the medium risk category, but this figure represents a case of relative containment when compared to the country's critical Z-score of 5.771. Although risk signals are present, the university operates with more order and diligence than the national average. A high proportion of publications in such journals constitutes a critical alert regarding the selection of dissemination channels. The university's moderate score suggests that while some production is channeled through media that may not meet international standards, it is successfully mitigating the more severe national trend, though further strengthening of information literacy is needed to avoid reputational risks and wasted resources.
With a Z-score of -0.756, the institution shows a low-level risk signal that marks a slight divergence from the national context, which has a very low-risk score of -1.116. This suggests the emergence of risk activity that is 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 accountability. This minor signal serves as an early warning to monitor authorship practices and ensure they reflect genuine collaboration rather than 'honorary' attributions.
The institution's Z-score of 2.730 is a high-exposure signal, significantly more pronounced than the national average of 0.242, even though both fall within the medium risk category. This wide positive gap suggests that the university's scientific prestige is heavily dependent on external partners and may not be structural. It indicates a sustainability risk, where a high global impact is not matched by the impact of research led by the institution itself. This invites a strategic reflection on whether its excellence metrics result from genuine internal capacity or from a positioning in collaborations where it does not exercise primary intellectual leadership.
The university's Z-score of -0.978 indicates a very low risk, demonstrating low-profile consistency with the national standard (Z-score: -0.319), which is also low. The complete absence of risk signals in this area is a positive indicator of a healthy research environment. It suggests that the institution fosters a culture where the balance between quantity and quality is maintained, avoiding the potential pitfalls of coercive authorship or the assignment of credit without meaningful intellectual contribution, thereby upholding the integrity of its scientific record.
With a Z-score of -0.268, the institution shows a very low risk of academic endogamy, effectively isolating itself from the national trend, where the Z-score of 1.373 indicates a medium-level risk. This preventive isolation is a significant strength. By not relying on its own journals for dissemination, the university demonstrates a commitment to independent, external peer review. This practice enhances the global visibility and credibility of its research, confirming that its scientific production is validated through standard competitive channels rather than potentially biased internal 'fast tracks'.
The institution's Z-score of 1.034 reflects a medium-level risk, indicating a pattern of differentiated management compared to the national average of 1.097. The university appears to moderate a risk that is common in the country, showing slightly more control. However, the presence of this signal at a medium level is still a concern, as massive bibliographic overlap between publications can indicate data fragmentation or 'salami slicing.' This practice, aimed at artificially inflating productivity, distorts scientific evidence, and the university should reinforce policies that prioritize the publication of significant, coherent studies over minimal publishable units.
