| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.833 | 0.401 |
|
Retracted Output
|
0.277 | 0.228 |
|
Institutional Self-Citation
|
2.470 | 2.800 |
|
Discontinued Journals Output
|
2.763 | 1.015 |
|
Hyperauthored Output
|
-0.853 | -0.488 |
|
Leadership Impact Gap
|
-0.015 | 0.389 |
|
Hyperprolific Authors
|
-0.139 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
2.018 | 2.965 |
Kazan Federal University demonstrates a complex integrity profile, marked by a commendable overall score of 0.859 that reflects both significant strengths in governance and critical areas requiring strategic intervention. The institution exhibits robust control over practices such as hyper-authorship, reliance on institutional journals, and maintaining the impact of its self-led research, showcasing a capacity for internal regulation that in some cases surpasses national trends. However, this is contrasted by significant risks in the Rate of Output in Discontinued Journals and the Rate of Institutional Self-Citation, alongside medium-level alerts in redundant and retracted publications. These vulnerabilities could potentially undermine the University's mission to "generate, concentrate and spread knowledge" and educate an "intellectual elite," as questionable publication practices compromise the credibility and global reach of its research. The institution's strong academic positioning, particularly in Social Sciences (ranked 5th nationally), Arts and Humanities (9th), and Medicine (10th) according to SCImago Institutions Rankings data, provides a solid foundation of excellence. To fully align its operational practices with its ambitious mission, it is recommended that the University leverage its proven governance strengths to develop targeted policies that mitigate the identified risks, thereby safeguarding its reputation and ensuring the long-term integrity of its scientific contributions.
Kazan Federal University presents a Z-score of 0.833, which is notably higher than the national average for the Russian Federation of 0.401. Although both the institution and the country operate within a medium-risk framework, the University's score indicates a greater propensity for this practice compared to its national peers. This suggests a high exposure to the factors that drive multiple affiliations. While often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping.” The University's elevated score warrants a review to ensure that its collaborative framework promotes genuine scientific partnership rather than practices aimed at metric optimization.
The University's Z-score for retracted publications is 0.277, closely mirroring the national average of 0.228. This alignment suggests that the institution's experience with retractions is characteristic of a systemic pattern within the country's research ecosystem. Retractions are complex events, and a rate at this level suggests that quality control mechanisms prior to publication may be facing challenges similar to those seen nationwide. It points to a shared vulnerability in the integrity culture, potentially indicating recurring malpractice or a lack of methodological rigor that is not unique to the institution but reflects a broader national trend requiring qualitative verification by management.
With a Z-score of 2.470, the University shows a significant risk in institutional self-citation, a concern shared at the national level where the average is an even more critical 2.800. This situation places the institution as a global outlier, but its lower score relative to the national average indicates it maintains more control over this practice than its peers. Nonetheless, such a high rate signals a risk of scientific isolation or 'echo chambers' where work is validated without sufficient external scrutiny. This attenuated alert warns that the institution's academic influence may be at risk of being oversized by internal dynamics rather than global community recognition, a vulnerability that requires sustained monitoring to ensure research impact is externally validated.
Kazan Federal University exhibits a Z-score of 2.763 in this indicator, a critical value that significantly surpasses the Russian Federation's medium-risk average of 1.015. This discrepancy indicates that the University is not merely following a national trend but is amplifying a vulnerability present in the system. A high proportion of publications in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This score suggests that a significant portion of the University's scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The University's Z-score of -0.853 is well within the low-risk category and is more favorable than the national average of -0.488. This prudent profile demonstrates that the institution manages its authorship attribution processes with more rigor than the national standard. It successfully avoids the trend of author list inflation outside of 'Big Science' contexts where it is not structurally necessary. This low score is a positive signal of good governance, indicating a culture that values individual accountability and transparency in authorship, effectively distinguishing between necessary massive collaboration and questionable 'honorary' authorship practices.
With a Z-score of -0.015, the University demonstrates a very low risk in this area, contrasting sharply with the medium-risk national average of 0.389. This result highlights a significant degree of institutional resilience, where internal control mechanisms appear to successfully mitigate systemic national risks related to impact dependency. The balanced score suggests that the University's scientific prestige is not overly dependent on external partners but is structural and built upon real internal capacity. This reflects a sustainable model where the institution exercises intellectual leadership in its collaborations, ensuring that its high-impact research is a direct result of its own capabilities.
The University's Z-score of -0.139 indicates a low level of risk, yet it is slightly less favorable than the national average of -0.570. This suggests an incipient vulnerability, where the institution is beginning to show signals of hyperprolificacy that, while not yet alarming, warrant review before they escalate. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This indicator, therefore, serves as an early warning of potential imbalances between quantity and quality, pointing to possible risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over scientific integrity.
Kazan Federal University has a Z-score of -0.268, placing it in the very low-risk category, which represents a stark and positive contrast to the medium-risk national average of 0.979. This demonstrates a clear case of preventive isolation, where the institution has successfully avoided replicating the risk dynamics observed in its environment. By not depending on its in-house journals, the University effectively sidesteps potential conflicts of interest and academic endogamy. This practice ensures its scientific production is validated through independent external peer review, enhancing its global visibility and signaling a strong commitment to integrity that sets it apart from the national context.
The University's Z-score for redundant output is 2.018, a medium-risk value that is notably lower than the significant-risk national average of 2.965. This indicates a degree of relative containment; although risk signals for 'salami slicing' are present within the institution, it appears to operate with more order and control than the national average. Massive bibliographic overlap between publications can indicate data fragmentation to artificially inflate productivity. While the University's score is a warning that this practice may be occurring, its better-than-average performance suggests that existing mechanisms are partially effective at moderating a practice that is more acute elsewhere in the country.
