| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.136 | 0.401 |
|
Retracted Output
|
-0.569 | 0.228 |
|
Institutional Self-Citation
|
3.479 | 2.800 |
|
Discontinued Journals Output
|
1.698 | 1.015 |
|
Hyperauthored Output
|
-1.321 | -0.488 |
|
Leadership Impact Gap
|
-0.097 | 0.389 |
|
Hyperprolific Authors
|
-1.413 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
7.293 | 2.965 |
Kuzbass State Technical University presents a dual profile in scientific integrity, demonstrating significant strengths in operational controls alongside critical vulnerabilities that require immediate strategic attention. With an overall score of 0.455, the institution exhibits an exemplary low-risk profile in areas such as Retracted Output, Hyper-Authored Output, and Output in Institutional Journals, indicating robust internal governance and a commitment to quality that often surpasses national standards. These strengths provide a solid foundation for the university's notable performance in its key thematic areas, as identified by SCImago Institutions Rankings data, including Earth and Planetary Sciences, Energy, Engineering, and Environmental Science. However, this positive performance is severely undermined by two global red flags: an exceptionally high Rate of Institutional Self-Citation and an alarming Rate of Redundant Output (Salami Slicing). While the institution's specific mission was not available for this analysis, these practices directly threaten any mission predicated on scientific excellence and social responsibility, as they risk creating an insular 'echo chamber' and prioritizing publication volume over genuine knowledge advancement. By decisively addressing these two critical areas, the university can protect its reputational integrity, leverage its clear operational strengths, and ensure its contributions in its core scientific fields are both impactful and credible on a global scale.
The institution demonstrates a Z-score of -0.136, contrasting with the national average of 0.401. This result suggests a high degree of institutional resilience. While the national context shows a moderate tendency towards practices that could inflate institutional credit, the university maintains a low-risk profile. This indicates that its control mechanisms and affiliation policies are effectively mitigating the systemic risks observed in the country, ensuring that collaborations are transparent and affiliations reflect genuine scientific partnerships rather than strategic "affiliation shopping."
With a Z-score of -0.569 against a national average of 0.228, the university shows a pattern of preventive isolation from national risk trends. The institution’s very low rate of retractions, in an environment where such events are more common, is a strong positive signal. It suggests that the university does not replicate the risk dynamics observed elsewhere in the country, pointing to robust pre-publication quality control mechanisms and a healthy integrity culture that effectively prevents the kind of recurring malpractice or lack of methodological rigor that can lead to systemic failures.
The institution's Z-score of 3.479 is a global red flag, significantly exceeding the already high national average of 2.800. This result indicates that the university leads in risk metrics within a country already compromised in this area. A certain level of self-citation is natural, but this disproportionately high rate signals a critical risk of a scientific 'echo chamber' where the institution validates its own work without sufficient external scrutiny. This practice of endogamous impact inflation suggests the institution's academic influence may be oversized by internal dynamics, a critical vulnerability that requires urgent review to ensure its work is recognized by the global community.
The university's Z-score of 1.698 is notably higher than the national average of 1.015, indicating high exposure to this risk. Although both the institution and its environment show moderate risk levels, the university appears more prone to channeling its research into journals that do not meet international ethical or quality standards. This constitutes a critical alert regarding due diligence in selecting dissemination channels, exposing the institution to severe reputational risks and suggesting an urgent need for improved information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution's Z-score of -1.321 is significantly lower than the national average of -0.488, demonstrating low-profile consistency. The complete absence of risk signals in this area, even when compared to a low-risk national standard, is a testament to the university's sound authorship practices. This indicates that author lists are managed with transparency and accountability, effectively avoiding the dilution of individual responsibility and distinguishing legitimate collaboration from questionable 'honorary' authorship practices.
With a Z-score of -0.097 compared to the national average of 0.389, the university displays strong institutional resilience. The national context suggests a moderate risk of scientific prestige being dependent on external partners rather than internal capacity. In contrast, the university's low score indicates that its impact is well-aligned with the research it leads. This is a sign of sustainable and structural excellence, demonstrating that its scientific prestige results from genuine internal capabilities and intellectual leadership, not merely from strategic positioning in collaborations.
The institution's Z-score of -1.413 is well below the national average of -0.570, reflecting low-profile consistency and responsible productivity standards. The absence of risk signals in this area aligns with a healthy national standard and suggests a strong institutional focus on the quality of scientific contributions over sheer volume. This indicates a culture that discourages practices like coercive authorship or assigning credit without real participation, thereby protecting the integrity of its scientific record.
The university's Z-score of -0.268 stands in stark contrast to the national average of 0.979, a clear case of preventive isolation. While the national system shows a moderate risk of academic endogamy, the university does not replicate this dynamic. Its very low rate of publication in its own journals demonstrates a commitment to independent, external peer review. This approach avoids potential conflicts of interest, enhances the global visibility and credibility of its research, and ensures its work is validated through standard competitive channels rather than internal 'fast tracks'.
The institution's Z-score of 7.293 is a global red flag and represents the most severe risk identified, dramatically exceeding the already significant national average of 2.965. This score indicates that the university is a leader in risk metrics within a highly compromised national environment. Such a massive and recurring bibliographic overlap between publications is a clear indicator of data fragmentation or 'salami slicing.' This practice of dividing studies into minimal publishable units to artificially inflate productivity distorts the scientific evidence and overburdens the review system. It is a critical anomaly that demands an urgent and thorough audit of publication practices to restore scientific integrity.
