| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.351 | 0.401 |
|
Retracted Output
|
0.718 | 0.228 |
|
Institutional Self-Citation
|
3.090 | 2.800 |
|
Discontinued Journals Output
|
1.452 | 1.015 |
|
Hyperauthored Output
|
-1.298 | -0.488 |
|
Leadership Impact Gap
|
-0.551 | 0.389 |
|
Hyperprolific Authors
|
-1.413 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
9.044 | 2.965 |
Stavropol State Agrarian University presents a profile of pronounced contrasts, with an overall integrity score of 0.717 reflecting both areas of exceptional governance and critical vulnerabilities. The institution demonstrates robust control over authorship practices, showing very low risk in multiple affiliations, hyper-authorship, and hyperprolificacy, and successfully avoids academic endogamy by minimizing reliance on institutional journals. However, these strengths are severely counterbalanced by significant risks in Institutional Self-Citation and, most critically, an extreme rate of Redundant Output (Salami Slicing). These weaknesses suggest a research culture that may prioritize metric inflation over substantive contribution, a dynamic that directly conflicts with its mission "to expand the boundaries of knowledge" and enhance "scientific values." While the university holds a strong national position in key thematic areas like Agricultural and Biological Sciences (44th), Computer Science (54th), and Energy (64th) according to SCImago Institutions Rankings data, the identified integrity risks threaten to undermine the credibility of these achievements. To fully align its practices with its mission of excellence and social responsibility, it is recommended that the university undertake a strategic review of its research assessment policies, focusing on rewarding impactful and original scholarship over sheer publication volume.
The institution exhibits a very low rate of multiple affiliations (Z-score: -1.351), which stands in stark contrast to the medium-risk trend observed at the national level (Z-score: 0.401). This positive divergence indicates that the university is effectively insulated from the broader environmental dynamics where strategic affiliations might be used to inflate institutional credit. The university's practices appear to reflect legitimate, transparent collaborations rather than "affiliation shopping," thereby maintaining clear and unambiguous crediting of its research output.
The institution's rate of retracted output (Z-score: 0.718) is moderately elevated and notably higher than the national average (Z-score: 0.228). This suggests a greater institutional exposure to the factors that can lead to retractions when compared to its national peers. While retractions can sometimes signify responsible error correction, this heightened rate points to a potential systemic vulnerability in pre-publication quality control mechanisms. It serves as an alert that the institution's integrity culture may be facing challenges, with a risk of recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management.
The university exhibits a significant rate of institutional self-citation (Z-score: 3.090), a figure that not only represents a critical risk on its own but also surpasses the already high national average (Z-score: 2.800). This positions the institution as a leader in this high-risk metric within an already compromised national context. Such a disproportionately high rate signals a severe risk of creating an 'echo chamber,' where the institution's work is validated internally rather than by the broader scientific community. This practice of endogamous impact inflation suggests that the institution's academic influence may be oversized by internal dynamics rather than by global community recognition.
With a Z-score of 1.452, the institution's rate of publication in discontinued journals is at a medium-risk level and is more pronounced than the national average (Z-score: 1.015). This indicates a higher institutional exposure to questionable publication venues. This pattern constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. A high Z-score indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution's rate of hyper-authored output is very low (Z-score: -1.298), falling well below the already low national benchmark (Z-score: -0.488). This demonstrates a consistent and commendable adherence to conventional authorship norms. The absence of this risk signal, which aligns with the national standard, indicates that the university's research culture effectively distinguishes between necessary large-scale collaboration and practices like 'honorary' authorship, thereby maintaining individual accountability and transparency in its publications.
The university demonstrates a low-risk gap between its overall publication impact and the impact of research where it holds a leadership role (Z-score: -0.551). This contrasts favorably with the medium-risk trend observed nationally (Z-score: 0.389), suggesting that effective institutional control mechanisms are mitigating a systemic national risk. This result indicates that the university's scientific prestige is not overly dependent on external partners. Instead, it reflects a healthy balance where excellence metrics result from real internal capacity and intellectual leadership, ensuring a sustainable and structural research impact.
The institution shows a very low incidence of hyperprolific authors (Z-score: -1.413), a rate significantly lower than the national average (Z-score: -0.570). This strong result indicates a healthy balance between productivity and scientific rigor. The absence of this risk signal aligns with the national standard and suggests that the university's environment does not encourage practices such as coercive authorship or the prioritization of publication volume over the integrity of the scientific record, ensuring that authorship is tied to meaningful intellectual contribution.
The university's rate of publication in its own institutional journals is very low (Z-score: -0.268), a stark contrast to the medium-risk level prevalent across the country (Z-score: 0.979). This demonstrates a clear institutional policy that avoids the risks of academic endogamy. By not replicating the risk dynamics observed in its environment, the university ensures its research is validated through standard competitive processes rather than internal channels that could bypass independent peer review, thereby avoiding potential conflicts of interest and enhancing its global visibility.
The institution's rate of redundant output is exceptionally high (Z-score: 9.044), representing a global red flag. This value drastically exceeds the already high national average (Z-score: 2.965), positioning the university as a major outlier in a country where this is a systemic issue. This massive and recurring bibliographic overlap between publications strongly indicates the practice of data fragmentation or 'salami slicing,' where a coherent study is divided into minimal publishable units to artificially inflate productivity. This practice distorts the available scientific evidence, overburdens the review system, and prioritizes volume over the generation of significant new knowledge.
