| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.579 | 0.401 |
|
Retracted Output
|
-0.324 | 0.228 |
|
Institutional Self-Citation
|
3.193 | 2.800 |
|
Discontinued Journals Output
|
2.720 | 1.015 |
|
Hyperauthored Output
|
-1.042 | -0.488 |
|
Leadership Impact Gap
|
-0.020 | 0.389 |
|
Hyperprolific Authors
|
-1.011 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
2.232 | 2.965 |
Tambov State Technical University presents a profile of notable strengths in research governance, contrasted with critical vulnerabilities that require immediate strategic attention. With an overall integrity score of 0.479, the institution demonstrates a generally positive performance, particularly in managing authorship practices and ensuring intellectual leadership. Key areas of excellence include a very low rate of hyperprolific authors and minimal reliance on institutional journals, indicating a culture that prioritizes quality and external validation. However, this positive landscape is severely compromised by significant-risk indicators in Institutional Self-Citation and Output in Discontinued Journals, which not only exceed national averages but also suggest systemic issues that could undermine the university's mission. The SCImago Institutions Rankings data provided does not highlight specific thematic areas of top performance for the institution. The identified risks directly challenge the university's mission to "disseminate knowledge using advanced information technologies" and "train competitive specialists for the Russian and international market." Publishing in discontinued journals and operating within a self-referential 'echo chamber' contradicts the principles of high-quality dissemination and global competitiveness. To fully align its operational practices with its strategic vision, the university is advised to implement targeted interventions focusing on citation ethics and responsible selection of publication venues, thereby safeguarding its long-term reputation and impact.
The institution's Z-score of -0.579 is significantly lower than the national average of 0.401. This indicates a strong degree of institutional resilience, as the university appears to effectively mitigate systemic risks related to affiliation strategies that are more prevalent at the national level. While multiple affiliations can be legitimate, the university's controlled rate suggests its policies do not encourage strategic attempts to inflate institutional credit or “affiliation shopping,” thereby maintaining clarity and integrity in its collaborative footprint.
With a Z-score of -0.324 compared to the country's 0.228, the university demonstrates robust control over its publication quality. This performance suggests that its internal control mechanisms are successfully mitigating the systemic risks of error or malpractice seen across the country. A low rate of retractions is a positive sign, indicating that the institution's quality control and supervision processes prior to publication are functioning effectively, preventing the kind of systemic failures that can damage an institution's integrity culture.
The institution's Z-score of 3.193 is critically high, exceeding an already significant national average of 2.800. This result constitutes a global red flag, indicating that the university not only participates in a compromised national dynamic but is a leading outlier. Such a disproportionately high rate signals a profound risk of scientific isolation and the creation of an 'echo chamber' where work is validated internally without sufficient external scrutiny. This practice of endogamous impact inflation suggests the institution's perceived academic influence may be oversized by internal dynamics rather than by genuine recognition from the global scientific community, demanding an urgent review of citation practices.
The university's Z-score of 2.720 is significantly higher than the national average of 1.015, indicating an accentuation of a vulnerability already present in the national system. This high proportion of publications in discontinued journals is a critical alert regarding the institution's due diligence in selecting dissemination channels. This practice suggests that a substantial part of its scientific output is being channeled through media that do not meet international ethical or quality standards. This exposes the institution to severe reputational risks and points to an urgent need for enhanced information literacy to prevent the waste of resources on 'predatory' or low-quality publishing practices.
The institution displays a prudent profile with a Z-score of -1.042, which is well below the national average of -0.488. This demonstrates that the university manages its authorship processes with more rigor than the national standard. By avoiding patterns that could indicate author list inflation, the institution reinforces individual accountability and transparency in its publications. This careful approach helps to clearly distinguish its legitimate collaborative work from potential 'honorary' or political authorship practices that can dilute scientific responsibility.
With a Z-score of -0.020, in contrast to the national average of 0.389, the institution demonstrates notable resilience and sustainability in its research impact. This result indicates that its scientific prestige is not overly dependent on external partners but is rooted in its own structural capacity and intellectual leadership. By avoiding a wide positive gap, the university shows that its excellence metrics are a reflection of genuine internal capabilities, mitigating the sustainability risk of relying on collaborations where it does not exercise primary intellectual control.
The institution's Z-score of -1.011, compared to the national score of -0.570, reflects a low-profile consistency and an absence of risk signals in this area. This aligns with a national standard of responsible productivity. The lack of hyperprolific authors suggests a healthy institutional balance between quantity and quality, steering clear of dynamics like coercive authorship or the assignment of credit without real participation, which prioritize metrics over the integrity of the scientific record.
The university's Z-score of -0.268 stands in stark contrast to the national average of 0.979, demonstrating a clear case of preventive isolation from a national risk dynamic. By not relying on its own journals for dissemination, the institution avoids potential conflicts of interest and academic endogamy. This commitment to independent, external peer review enhances the global visibility and competitive validation of its research, ensuring its output is not perceived as using internal channels as 'fast tracks' to inflate publication counts.
The institution's Z-score of 2.232, while indicating a medium risk level, shows relative containment when compared to the country's critical Z-score of 2.965. Although signals of data fragmentation are present, the university operates with more order than the national average. This suggests a partial control over the practice of 'salami slicing,' where a single study is divided into minimal publishable units to artificially inflate productivity. However, the existing risk level warrants attention to ensure that the pursuit of volume does not distort the scientific evidence or overburden the peer review system.
