| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.121 | 0.401 |
|
Retracted Output
|
-0.306 | 0.228 |
|
Institutional Self-Citation
|
1.877 | 2.800 |
|
Discontinued Journals Output
|
0.713 | 1.015 |
|
Hyperauthored Output
|
-1.109 | -0.488 |
|
Leadership Impact Gap
|
0.519 | 0.389 |
|
Hyperprolific Authors
|
-1.008 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
4.191 | 2.965 |
Gubkin University presents a robust scientific integrity profile, marked by significant strengths in operational governance but punctuated by a critical vulnerability that requires immediate strategic attention. The institution demonstrates commendable performance in managing risks associated with hyperprolific authorship, publication in institutional journals, and retracted output, often outperforming national averages and showcasing effective internal controls. These strengths provide a solid foundation for its leadership in key thematic areas, as evidenced by its high national rankings in Chemistry, Arts and Humanities, Engineering, and Mathematics according to SCImago Institutions Rankings data. However, a significant alert in the Rate of Redundant Output, coupled with a high exposure to impact dependency, directly challenges the University's mission to be a "driver of generating new knowledge" and a "main foundry for training specialists-innovators." Such practices risk prioritizing publication volume over the substantive technological progress central to its vision. By addressing these specific integrity gaps, Gubkin University can fully align its operational practices with its mission, ensuring its contributions are not only numerous but also genuinely innovative and impactful for the sustainable development of the country.
The institution presents a Z-score of 0.121, which is notably lower than the national average of 0.401. This indicates a differentiated management approach where the University successfully moderates a risk that is more common at the national level. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. Gubkin University's controlled rate suggests that its collaborative framework is well-managed, avoiding the potential pitfalls of "affiliation shopping" and ensuring that institutional credit is claimed appropriately and transparently.
With a Z-score of -0.306, the institution demonstrates a low-risk profile that contrasts sharply with the country's medium-risk average of 0.228. This suggests a high degree of institutional resilience, where internal control mechanisms appear to effectively mitigate systemic risks present in the wider environment. Retractions are complex events, and while some reflect honest corrections, a high rate can indicate systemic failures in pre-publication quality control. The University's very low rate is a positive signal of a healthy integrity culture, indicating that its methodological rigor and supervision processes are robust and function as a safeguard against recurring malpractice.
The University's Z-score for this indicator is 1.877, a medium-risk value that demonstrates relative containment when compared to the significant-risk national average of 2.800. Although some risk signals are present, the institution operates with more control than its national peers. A certain level of self-citation is natural, but high rates can create 'echo chambers' where work is validated without sufficient external scrutiny. Gubkin University's score, while warranting attention, suggests it is managing to avoid the more severe forms of endogamous impact inflation seen elsewhere, though it should remain vigilant to ensure its academic influence is driven by global community recognition rather than internal dynamics.
The institution's Z-score of 0.713 is lower than the national average of 1.015, though both fall within the medium-risk category. This reflects a differentiated management strategy, where the University moderates a risk that appears to be a common challenge within the country. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. The University's more controlled rate suggests it is more discerning than its peers, but the existing risk indicates a need to reinforce information literacy and vetting processes to completely avoid channeling research into media that do not meet international standards, thereby protecting its resources and reputation from 'predatory' practices.
With a Z-score of -1.109, significantly lower than the national average of -0.488, the institution exhibits a prudent profile in managing authorship. This indicates that its processes are managed with more rigor than the national standard. While extensive author lists are legitimate in 'Big Science,' their appearance in other contexts can signal author list inflation, which dilutes accountability. The University's very low score is a strong positive indicator, suggesting it effectively distinguishes between necessary massive collaboration and problematic 'honorary' authorship practices, thereby upholding transparency in its research contributions.
The institution's Z-score of 0.519 is higher than the national average of 0.389, signaling a high exposure to this particular risk. This suggests the University is more prone than its peers to a dependency on external partners for its citation impact. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. This result invites strategic reflection on whether the University's measured excellence stems from genuine internal capacity or from a positioning in collaborations where it does not exercise primary intellectual leadership, a dynamic that could challenge its long-term scientific autonomy.
The University's Z-score of -1.008 places it in the very low-risk category, which is even better than the country's low-risk average of -0.570. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns with a healthy national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks like coercive authorship or a focus on quantity over quality. The institution's excellent result in this area indicates a balanced and healthy research environment, free from the pressures that can lead to authorship malpractices.
With a Z-score of -0.268, the institution shows a very low risk, standing in stark contrast to the national medium-risk average of 0.979. This reflects 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 raise conflicts of interest and lead to academic endogamy, bypassing independent peer review. Gubkin University's minimal reliance on such channels is a sign of scientific maturity, demonstrating a commitment to seeking validation from the global scientific community and avoiding the use of internal 'fast tracks' to inflate publication counts.
The institution's Z-score of 4.191 is a critical alert, positioning it as a global red flag as it significantly exceeds the already high national average of 2.965. This indicates that the University not only participates in but leads risk metrics within a country already compromised in this area. Massive bibliographic overlap between publications is a strong indicator of data fragmentation or 'salami slicing'—the practice of dividing a study into minimal units to artificially inflate productivity. This urgent issue distorts the scientific record and overburdens the review system, prioritizing volume over the generation of significant new knowledge and requiring immediate intervention.
