| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.038 | 0.401 |
|
Retracted Output
|
-0.353 | 0.228 |
|
Institutional Self-Citation
|
2.941 | 2.800 |
|
Discontinued Journals Output
|
0.024 | 1.015 |
|
Hyperauthored Output
|
-0.688 | -0.488 |
|
Leadership Impact Gap
|
-0.007 | 0.389 |
|
Hyperprolific Authors
|
-1.000 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
3.377 | 2.965 |
NI Lobachevsky State University of Nizhni Novgorod presents a complex integrity profile, marked by a commendable overall score of 0.157 that reflects robust controls in several key areas, yet is contrasted by critical vulnerabilities in specific publication practices. The institution demonstrates exceptional governance in areas such as preventing hyperprolific authorship and avoiding academic endogamy through institutional journals, showcasing a performance superior to the national standard. However, these strengths are overshadowed by significant risks in institutional self-citation and redundant output, which exceed even the high national averages and suggest systemic issues requiring immediate attention. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Pharmacology, Toxicology and Pharmaceutics; Business, Management and Accounting; Economics, Econometrics and Finance; and Medicine. The identified risks, particularly the inflation of productivity and impact through internal mechanisms, directly challenge the university's mission to provide "high quality education" and serve as a source of "new knowledge and technologies." Such practices undermine the ethical development and genuine socio-economic influence the institution aims for. To fully realize its mission, it is recommended that the university leverage its clear strengths in research governance to develop targeted interventions that correct these outlier behaviors, thereby ensuring its operational reality aligns with its strategic vision of excellence and integrity.
The institution exhibits a Z-score of 1.038 in this indicator, a value notably higher than the national average of 0.401. Although both the university and the country operate within a medium-risk context, the institution's heightened score suggests it is more exposed to the factors driving this behavior. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this disproportionately high rate signals a potential over-reliance on strategic affiliations to inflate institutional credit. This pattern indicates a greater sensitivity to "affiliation shopping" compared to its national peers, a vulnerability that warrants a review of institutional policies governing collaboration and author attribution.
With a Z-score of -0.353, the institution demonstrates a low-risk profile for retracted publications, contrasting sharply with the country's medium-risk average of 0.228. This positive differential suggests a notable institutional resilience, where internal control mechanisms appear to be successfully mitigating systemic risks that are more prevalent at the national level. Retractions can be complex, but this low rate indicates that the university's quality control and supervision mechanisms prior to publication are functioning effectively. This performance points to a robust integrity culture and a commitment to methodological rigor that acts as a safeguard against the types of recurring errors or malpractice seen elsewhere in the country.
The university's Z-score for institutional self-citation is 2.941, a critical value that slightly exceeds the already significant national average of 2.800. This situation represents a global red flag, as the institution not only participates in but leads the risk metrics within a highly compromised national environment. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this extremely high rate signals a profound scientific isolation or an 'echo chamber' where work is validated internally without sufficient external scrutiny. This practice creates a severe risk of endogamous impact inflation, suggesting the institution's academic influence is being artificially oversized by internal dynamics rather than by genuine recognition from the global scientific community.
The institution records a Z-score of 0.024 for publications in discontinued journals, a figure that, while in the medium-risk category, is substantially lower than the national average of 1.015. This significant difference highlights a case of differentiated management, where the university successfully moderates a risk that appears to be common practice across the country. A high proportion of output in such journals is a critical alert regarding due diligence in selecting dissemination channels. The university's ability to contain this risk far better than its peers indicates more effective information literacy and a stronger commitment to avoiding predatory or low-quality publication venues, thereby protecting its reputational and financial resources more effectively.
With a Z-score of -0.688, the institution maintains a prudent profile that is even more rigorous than the national standard (-0.488), though both are in a low-risk category. This performance indicates that the university manages its authorship processes with greater control than the national average. While extensive author lists are legitimate in 'Big Science,' a low score outside these contexts is a positive signal. It suggests a healthy institutional culture that discourages author list inflation and promotes individual accountability and transparency, effectively distinguishing between necessary massive collaboration and questionable 'honorary' authorship practices.
The institution shows a Z-score of -0.007, indicating a very low-risk and well-balanced profile, which stands in contrast to the country's medium-risk average of 0.389. This disparity points to strong institutional resilience against a national trend of dependency on external partners for impact. A wide positive gap signals that scientific prestige is exogenous and not structural. The university's balanced score, however, suggests that its excellence metrics are the result of genuine internal capacity and intellectual leadership. This demonstrates a sustainable model of scientific development, where the institution is not merely a strategic partner in high-impact collaborations but a driving force behind them.
The institution's Z-score of -1.000 places it in the very low-risk category, a stronger position than the country's low-risk average of -0.570. This demonstrates low-profile consistency, where the complete absence of risk signals aligns with and improves upon the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship or a focus on quantity over quality. The university's clean record in this area is a powerful indicator of a healthy research environment that prioritizes the integrity of the scientific record over the inflation of productivity metrics.
With a Z-score of -0.268, the institution has a very low-risk profile, effectively isolating itself from the medium-risk dynamics observed at the national level (0.979). This preventive isolation is a significant strength. Excessive dependence on in-house journals can raise conflicts of interest and signal academic endogamy, where production bypasses independent external peer review. The university's minimal reliance on such channels demonstrates a strong commitment to global validation standards. This approach enhances the international visibility and credibility of its research, ensuring its work is tested and recognized in competitive, external forums rather than being fast-tracked through internal systems.
The university's Z-score for redundant output is 3.377, a critically high value that surpasses the significant national average of 2.965. This metric constitutes a global red flag, indicating that the institution is a leader in this problematic practice within a country already highly compromised. Massive bibliographic overlap between publications typically indicates data fragmentation, or 'salami slicing,' used to artificially inflate productivity. This extremely high value alerts to a systemic practice of dividing coherent studies into minimal publishable units. This behavior not only distorts the available scientific evidence and overburdens the review system but also signals a culture that may prioritize volume of output over the generation of significant new knowledge.
