| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.668 | 0.401 |
|
Retracted Output
|
-0.005 | 0.228 |
|
Institutional Self-Citation
|
4.002 | 2.800 |
|
Discontinued Journals Output
|
2.486 | 1.015 |
|
Hyperauthored Output
|
-0.995 | -0.488 |
|
Leadership Impact Gap
|
-0.245 | 0.389 |
|
Hyperprolific Authors
|
-1.078 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
1.854 | 2.965 |
North-Caucasus Federal University presents a profile of notable contrasts, demonstrating significant strengths in internal governance alongside critical vulnerabilities in its publication strategy. With an overall integrity score of 0.525, the institution effectively mitigates several systemic risks prevalent at the national level, particularly in areas concerning authorship practices and reliance on institutional publication channels. These strengths provide a solid foundation for its academic mission. The university's robust performance is reflected in its national standing in key thematic areas, including top-tier rankings in Agricultural and Biological Sciences (13th), Economics, Econometrics and Finance (21st), and Computer Science (37th), according to SCImago Institutions Rankings data. However, this potential is undermined by a critically high rate of institutional self-citation and elevated exposure to discontinued journals. While the institution's specific mission statement was not available for this analysis, these integrity risks directly challenge the universal academic values of excellence and social responsibility by potentially inflating impact and compromising the quality of dissemination. By strategically addressing these specific vulnerabilities, the university can align its demonstrated research strengths with best practices in scientific integrity, thereby solidifying its leadership and ensuring its contributions are both impactful and credible on a global scale.
The institution demonstrates a prudent approach to researcher affiliations, with a Z-score of -0.668, which is significantly lower than the national average of 0.401. This suggests the presence of effective institutional resilience, where internal control mechanisms appear to successfully mitigate the systemic risks of affiliation inflation observed more broadly across the country. While multiple affiliations can be a legitimate outcome of collaboration, the university's low score indicates that it is not engaging in practices that could be perceived as strategic attempts to inflate institutional credit, thereby maintaining a clear and transparent representation of its collaborative footprint.
With a Z-score of -0.005, the university maintains a low rate of retractions, contrasting favorably with the national medium-risk average of 0.228. This performance points to institutional resilience, suggesting that robust quality control mechanisms are in place prior to publication. Retractions can sometimes signify responsible supervision through the correction of honest errors; however, the university's ability to keep this rate well below the national trend indicates its pre-publication review processes are effective at preventing the types of systemic methodological or ethical failures that often lead to retractions, thus safeguarding its scientific record.
This indicator represents a critical area of concern, marking a global red flag for the institution. Its Z-score of 4.002 is not only in the significant risk category but also substantially exceeds the already high national average of 2.800. This suggests the university is a leading contributor to a problematic practice within a highly compromised national environment. While some self-citation reflects ongoing research, such a disproportionately high rate signals the presence of a scientific 'echo chamber,' where work is validated internally rather than by the broader academic community. This practice of endogamous impact inflation creates a serious risk that the institution's perceived influence is oversized by internal dynamics, undermining the credibility of its research impact.
The university shows high exposure to publishing in discontinued journals, with a Z-score of 2.486, which is more than double the national average of 1.015, even though both fall within the medium-risk category. This indicates that the institution is more prone than its national peers to selecting dissemination channels that fail to meet international quality and ethical standards. This pattern constitutes a critical alert regarding due diligence and exposes the institution to severe reputational damage. It suggests an urgent need to enhance information literacy among researchers to avoid channeling valuable scientific output into predatory or low-quality publications.
The institution maintains a prudent profile regarding authorship, with a Z-score of -0.995, which is well below the national average of -0.488. This indicates that the university manages its authorship attribution processes with more rigor than the national standard. In fields outside of 'Big Science,' high rates of hyper-authorship can signal author list inflation and dilute accountability. The university's low score is a positive sign of a research culture that values meaningful contribution and transparency over the artificial inflation of author lists, aligning with best practices in research integrity.
The university demonstrates strong institutional resilience and sustainable research capacity, with a Z-score of -0.245, in stark contrast to the national medium-risk average of 0.389. A wide positive gap can signal that an institution's prestige is dependent on external partners rather than its own intellectual leadership. The university's low-risk score indicates a healthy balance, suggesting that its scientific excellence is the result of genuine internal capacity and that it exercises intellectual leadership within its collaborations, a key marker of a mature and sustainable research ecosystem.
With a Z-score of -1.078, the institution shows a very low risk in this area, performing even better than the low-risk national average of -0.570. This low-profile consistency reflects a healthy academic environment where the absence of risk signals aligns with and improves upon the national standard. Extreme individual publication volumes can challenge the credibility of meaningful intellectual contribution and may point to issues like coercive authorship. The university's excellent score suggests a culture that prioritizes the quality and integrity of the scientific record over sheer publication volume.
The university exhibits a clear commitment to external validation, with a Z-score of -0.268, placing it in the very low-risk category, while the national average sits at a medium-risk level of 0.979. This is a sign of preventive isolation, where the institution deliberately avoids the risk dynamics common in its environment. Excessive reliance on in-house journals can create conflicts of interest and academic endogamy. By favoring external, independent peer-reviewed channels, the university ensures its research is subject to global scrutiny, enhances its international visibility, and avoids using internal journals as a 'fast track' for publication.
The institution shows a medium-risk signal for redundant publications, with a Z-score of 1.854. However, this demonstrates relative containment, as its score is significantly lower than the critical national average of 2.965. This suggests that while the practice of 'salami slicing'—fragmenting a single study into multiple minimal publications to inflate output—may be present, the university operates with more control than its national peers. This is an area that warrants monitoring to ensure that research contributions are substantial and that the practice does not distort the scientific record or overburden the peer-review system.
