| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.941 | 0.401 |
|
Retracted Output
|
-0.052 | 0.228 |
|
Institutional Self-Citation
|
5.029 | 2.800 |
|
Discontinued Journals Output
|
1.951 | 1.015 |
|
Hyperauthored Output
|
-1.256 | -0.488 |
|
Leadership Impact Gap
|
-1.370 | 0.389 |
|
Hyperprolific Authors
|
-0.360 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
3.670 | 2.965 |
Vyatka State University presents a profile of pronounced contrasts, with an overall integrity score of 0.521 reflecting both significant strengths in research governance and critical vulnerabilities in publication practices. The institution demonstrates exceptional control in areas such as intellectual leadership, affiliation management, and avoidance of academic endogamy, performing significantly better than the national average in these domains. However, these strengths are offset by two major red flags: an extremely high rate of institutional self-citation and a similarly alarming rate of redundant output (salami slicing), both of which exceed the already high national benchmarks. These practices risk creating an insular academic environment and artificially inflating productivity metrics. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Psychology, Business, Management and Accounting, and Arts and Humanities. While a specific mission statement was not available for analysis, the identified risks of endogamous impact and data fragmentation directly challenge the universal academic principles of excellence, transparency, and social responsibility. To secure its reputation and the impact of its strongest research areas, the university is advised to leverage its robust governance structures to urgently address these publication-related vulnerabilities, fostering a culture that prioritizes novel, externally-validated contributions over sheer volume.
The institution exhibits a Z-score of -0.941, in stark contrast to the national average of 0.401. This demonstrates a clear preventive isolation, where the university does not replicate the risk dynamics observed in its national environment. While multiple affiliations can be legitimate, disproportionately high rates often signal strategic attempts to inflate institutional credit. Vyatka State University’s very low score indicates strong internal governance and a clear policy on author affiliations, effectively preventing practices like “affiliation shopping” and ensuring that institutional credit is claimed with integrity and precision.
With a Z-score of -0.052, the institution maintains a lower risk profile compared to the national average of 0.228. This suggests a notable degree of institutional resilience, where internal control mechanisms appear to successfully mitigate the systemic risks more prevalent at the country level. A high rate of retractions can suggest that quality control mechanisms prior to publication may be failing. In this case, the university’s low score points to effective pre-publication review and a solid integrity culture, protecting its scientific record from the vulnerabilities observed elsewhere in the national system.
The institution's Z-score of 5.029 is a global red flag, significantly exceeding the already high national average of 2.800. This result indicates that the university not only participates in but leads the risk metrics within a country already compromised by this practice. Disproportionately high rates of self-citation can signal concerning scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This extreme value warns of a critical risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by genuine recognition from the global scientific community.
The university shows a Z-score of 1.951, which is notably higher than the national average of 1.015, despite both falling within a medium-risk context. This indicates a high exposure, suggesting the institution is more prone to showing alert signals than its environment average. A high proportion of publications in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This elevated score indicates that a significant portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards, exposing it to severe reputational risks and signaling an urgent need for improved information literacy to avoid 'predatory' practices.
With a Z-score of -1.256, the institution demonstrates a very low-risk profile, which is even more robust than the low-risk national average of -0.488. This low-profile consistency shows an absence of risk signals that aligns with, and improves upon, the national standard. This indicates that the university's authorship practices are well-calibrated, distinguishing clearly between necessary collaboration and the risk of 'honorary' or political authorship, thereby maintaining high standards of individual accountability and transparency in its publications.
The institution's Z-score of -1.370 is exceptionally low, particularly when compared to the national average of 0.389. This significant difference signals a state of preventive isolation, where the university avoids the dependency risks observed across the country. A wide positive gap suggests that scientific prestige is dependent and exogenous, not structural. Vyatka State University's negative score is a strong indicator of scientific autonomy and sustainability, demonstrating that its research excellence results from genuine internal capacity and intellectual leadership, rather than from a strategic positioning in collaborations led by external partners.
The institution's Z-score of -0.360 is slightly higher than the national average of -0.570, though both remain in the low-risk category. This subtle difference points to an incipient vulnerability, where the university shows early signals that warrant review before they escalate. While not yet a concern, this indicates that a small number of individuals may be approaching publication volumes that challenge the balance between quantity and quality. It serves as a prompt to monitor for potential risks such as coercive authorship or the assignment of authorship without real participation, ensuring that productivity metrics do not compromise the integrity of the scientific record.
The university's Z-score of -0.268 is very low, standing in sharp contrast to the medium-risk national average of 0.979. This reflects a commendable preventive isolation from a common national practice. Excessive dependence on in-house journals can raise conflicts of interest and signal academic endogamy. The institution's minimal reliance on its own journals is a clear strength, demonstrating a commitment to seeking independent external peer review and global visibility for its research, thereby avoiding the use of internal channels as potential 'fast tracks' that bypass standard competitive validation.
The institution's Z-score of 3.670 is a global red flag, critically surpassing the already significant national average of 2.965. This result shows the university is a leader in risk metrics within a highly compromised national environment. Massive bibliographic overlap between publications typically indicates data fragmentation or 'salami slicing.' This extremely high value alerts to a potential systemic practice of dividing coherent studies into minimal publishable units to artificially inflate productivity. This practice severely distorts the available scientific evidence and suggests an urgent need to shift institutional incentives from volume towards the publication of significant, new knowledge.