| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.426 | 0.401 |
|
Retracted Output
|
-0.165 | 0.228 |
|
Institutional Self-Citation
|
3.595 | 2.800 |
|
Discontinued Journals Output
|
2.505 | 1.015 |
|
Hyperauthored Output
|
-0.591 | -0.488 |
|
Leadership Impact Gap
|
3.691 | 0.389 |
|
Hyperprolific Authors
|
-1.413 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
1.223 | 2.965 |
Kabardino-Balkarian State University demonstrates a dual profile in its scientific integrity assessment, with an overall score of 0.537 reflecting significant strengths in authorship and affiliation practices, contrasted by critical vulnerabilities in citation patterns and impact dependency. The institution exhibits exemplary control over authorship integrity, with very low risk in hyperprolificacy, multiple affiliations, and publication in its own journals. However, this is offset by significant alerts in Institutional Self-Citation and a notable gap between its overall impact and the impact of research under its direct leadership. These high-risk indicators suggest a potential for academic isolation and an over-reliance on external partners for prestige. The university's key thematic areas, according to SCImago Institutions Rankings data, include Agricultural and Biological Sciences, Arts and Humanities, and Social Sciences. While the institution's formal mission was not available for this analysis, the identified risks, particularly those related to impact inflation and dependency, pose a direct challenge to universal academic values of excellence and social responsibility. To secure its long-term reputation, the university is advised to leverage its robust governance in authorship to develop and implement a transparent and externally-focused publication and citation strategy, thereby aligning its perceived impact with its genuine internal research capacity.
The institution presents a Z-score of -1.426, a value indicating a complete absence of risk signals in an area where the national context shows a medium-risk dynamic (Z-score: 0.401). This demonstrates a clear operational divergence, suggesting the university has successfully isolated itself from the national trend of using multiple affiliations strategically. While such affiliations can be legitimate, the institution's extremely low rate indicates strong internal policies that prevent practices like “affiliation shopping” or the artificial inflation of institutional credit, setting a standard of preventive governance that is independent of the surrounding environment.
With a Z-score of -0.165, the institution maintains a low-risk profile for retracted publications, contrasting with the medium-risk level observed nationally (Z-score: 0.228). This suggests a notable degree of institutional resilience, where internal quality control mechanisms appear to be effectively mitigating the systemic risks present in the broader national context. Retractions can be complex, but a rate significantly below the national average points towards robust pre-publication supervision and a healthy integrity culture, successfully filtering out potential methodological flaws or malpractice that may be more prevalent elsewhere.
The institution's Z-score of 3.595 is a critical alert, significantly surpassing the already high national average of 2.800. This positions the university as a major driver of a problematic practice within a country already compromised in this area. While some self-citation reflects research continuity, this disproportionately high rate signals a severe risk of an 'echo chamber' where work is validated without sufficient external scrutiny. This dynamic constitutes a global red flag, warning that the institution's academic influence may be artificially oversized by internal citation loops rather than by genuine recognition from the global community, amplifying a vulnerability present in the national system.
The university's Z-score of 2.505 indicates a medium risk level, which is notably higher than the national average of 1.015. This suggests the institution is more exposed or sensitive to publishing in questionable outlets compared to its national peers. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This heightened exposure indicates that a significant portion of its scientific output is being channeled through media that may not meet international ethical or quality standards, posing a severe reputational risk and signaling an urgent need for improved information literacy to avoid 'predatory' practices.
The institution demonstrates a Z-score of -0.591, which is slightly lower than the national average of -0.488, both within a low-risk range. This indicates a prudent and rigorous approach to authorship, even more so than the national standard. The data suggests the university effectively manages its authorship attribution processes, distinguishing clearly between necessary large-scale collaboration and questionable practices like 'honorary' or political authorship. This prudent profile reinforces the institution's commitment to transparency and individual accountability in its scientific production.
With a Z-score of 3.691, the institution shows a significant-risk gap between its overall impact and the impact of research it leads, drastically amplifying a vulnerability that is present at a medium level nationally (Z-score: 0.389). This extremely wide positive gap signals a critical sustainability risk, suggesting that the university's scientific prestige is highly dependent and exogenous, not structural. The data points to a strategy of positioning in high-impact collaborations where the institution does not exercise intellectual leadership, raising questions about whether its excellence metrics reflect genuine internal capacity or are a byproduct of external partnerships.
The institution's Z-score of -1.413 places it in the very low-risk category, well below the low-risk national average of -0.570. This reflects a consistent and low-profile approach to author productivity that aligns with, and even exceeds, the national standard for integrity. The absence of hyperprolific authors suggests a healthy balance between quantity and quality, indicating that the institution is not exposed to risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution, thereby upholding the integrity of its scientific record.
The university has a Z-score of -0.268, indicating a very low-risk level, in stark contrast to the medium-risk national average of 0.979. This demonstrates a clear case of preventive isolation, where the institution avoids the risk dynamics common in its environment. By not relying excessively on its own journals, the university sidesteps potential conflicts of interest and academic endogamy. This practice ensures its scientific production is subjected to independent external peer review, enhancing its global visibility and validating its research through standard competitive channels rather than internal 'fast tracks'.
The institution's Z-score for redundant output is 1.223, a medium-risk value that indicates the presence of some alert signals. However, this is significantly lower than the national average of 2.965, which falls into the significant-risk category. This suggests a degree of relative containment; while the university is not immune to data fragmentation practices, its control mechanisms ensure it operates with more order than the national average. The data warns that 'salami slicing'—dividing studies into minimal publishable units to inflate productivity—may be occurring, but at a level less critical than the systemic pattern seen across the country.
