| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.764 | 0.401 |
|
Retracted Output
|
-0.212 | 0.228 |
|
Institutional Self-Citation
|
6.313 | 2.800 |
|
Discontinued Journals Output
|
3.737 | 1.015 |
|
Hyperauthored Output
|
-1.102 | -0.488 |
|
Leadership Impact Gap
|
-1.694 | 0.389 |
|
Hyperprolific Authors
|
-1.252 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
4.522 | 2.965 |
Kazan National Research Technological University demonstrates a complex integrity profile, marked by areas of exceptional governance alongside significant vulnerabilities that require immediate attention. The institution's overall performance is characterized by a strong foundation in authorship and collaboration practices, effectively mitigating several systemic risks prevalent at the national level. Key strengths are evident in its minimal reliance on institutional journals, a low rate of hyperprolific authors, and a robust capacity for generating high-impact research under its own leadership. However, this positive performance is critically undermined by significant-risk indicators in Institutional Self-Citation, Output in Discontinued Journals, and Redundant Output (Salami Slicing), where the university not only follows but amplifies national trends. According to SCImago Institutions Rankings data, the university holds prominent national positions in areas such as Earth and Planetary Sciences (Top 10), Environmental Science (Top 15), and Energy (Top 17). These thematic strengths align with its mission to "advance innovative development of chemical industry." Nevertheless, the identified integrity risks directly threaten this mission, as practices suggesting impact inflation and questionable publication strategies contradict the principles of genuine scientific progress and innovation. To secure its reputation and ensure its research excellence is built on an unimpeachable foundation, the university should prioritize a strategic review of its publication and citation policies.
The institution presents a Z-score of -0.764, contrasting with the national average of 0.401. This indicates a high degree of institutional resilience, as the university successfully avoids the moderate-risk dynamics observed across the Russian Federation. While multiple affiliations can be a legitimate outcome of collaboration, the institution's controlled rate suggests that its governance mechanisms are effective in mitigating the risk of strategic "affiliation shopping" or attempts to artificially inflate institutional credit, thereby maintaining a clearer and more transparent representation of its collaborative footprint compared to its national peers.
With a Z-score of -0.212, the institution demonstrates a lower risk profile than the national average of 0.228. This favorable comparison points to effective institutional resilience, suggesting that its internal control mechanisms are successfully mitigating the systemic risks that are more prevalent in the country. A low rate of retractions indicates that the university's pre-publication quality control and supervision processes are robust, preventing the kind of systemic failures in methodological rigor or potential malpractice that can lead to a higher incidence of retracted articles.
The institution's Z-score of 6.313 is a global red flag, drastically exceeding the already significant national average of 2.800. This result indicates that the university is not just participating in a compromised national environment but is a critical outlier leading this risk metric. A certain level of self-citation is natural, but this disproportionately high rate signals a severe risk of scientific isolation and the creation of an 'echo chamber.' This practice suggests the institution's academic influence may be critically oversized by internal dynamics rather than by genuine recognition from the global scientific community, pointing to a systemic inflation of endogamous impact that requires urgent review.
The institution exhibits a Z-score of 3.737, a significant risk level that sharply accentuates the moderate vulnerability seen in the national average of 1.015. This high score is a critical alert regarding the institution's due diligence in selecting publication venues. It indicates that a significant portion of its scientific output is being channeled through media that do not meet international ethical or quality standards. This practice exposes the university to severe reputational risks and suggests an urgent need to enhance information literacy among its researchers to prevent the waste of resources on 'predatory' or low-quality journals.
With a Z-score of -1.102, the institution maintains a more prudent profile than the national average of -0.488. Although both operate within a low-risk context, the university's even lower score indicates that it manages its authorship processes with greater rigor than the national standard. This suggests a well-established culture of accountability, effectively distinguishing between necessary large-scale collaborations and potentially dilutive practices like 'honorary' or political authorship, thus ensuring transparency and preserving the value of individual contributions.
The institution's Z-score of -1.694 signals a state of preventive isolation from the moderate risks observed in the national context (Z-score of 0.389). This very low-risk score is a powerful indicator of scientific autonomy and strength. It demonstrates that the university's prestige is not dependent on external partners for impact; instead, the research led by its own academics is robust and influential. This reflects a high degree of real internal capacity and intellectual leadership, effectively neutralizing the sustainability risk associated with an impact profile that is primarily exogenous or dependent on collaborations.
The institution's Z-score of -1.252 reflects a very low-risk environment, showing low-profile consistency with the national standard (Z-score of -0.570). The complete absence of risk signals in this area indicates a healthy institutional culture that prioritizes research quality over sheer volume. This suggests that the university has successfully avoided the pressures that can lead to imbalances, such as coercive authorship or other dynamics that prioritize metrics over the integrity of the scientific record, ensuring that productivity remains at a sustainable and credible level.
With a Z-score of -0.268, the institution demonstrates a clear preventive isolation from the national trend, where the average Z-score is 0.979. This very low rate is a positive sign of the university's commitment to global standards and external validation. By avoiding over-reliance on its own journals, the institution mitigates the risk of academic endogamy and potential conflicts of interest. This approach ensures that its scientific production undergoes independent external peer review, enhancing its global visibility and preventing the use of internal channels as 'fast tracks' to inflate publication counts without standard competitive validation.
The institution's Z-score of 4.522 is a global red flag, significantly amplifying the critical risk already present at the national level (Z-score of 2.965). This score positions the university as a severe outlier in a highly compromised environment. Such a high value is a strong alert for the systemic practice of data fragmentation or 'salami slicing,' where coherent studies are divided into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the available scientific evidence and overburdens the peer-review system but also signals a culture that may prioritize volume over the generation of significant and impactful new knowledge.
