| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.015 | 0.401 |
|
Retracted Output
|
-0.578 | 0.228 |
|
Institutional Self-Citation
|
2.941 | 2.800 |
|
Discontinued Journals Output
|
3.797 | 1.015 |
|
Hyperauthored Output
|
-0.699 | -0.488 |
|
Leadership Impact Gap
|
0.424 | 0.389 |
|
Hyperprolific Authors
|
-1.413 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
4.569 | 2.965 |
Novgorod State University demonstrates a complex integrity profile, marked by a commendable overall score of 0.678 that reflects both significant strengths and critical vulnerabilities. The institution exhibits exceptional control in several key areas, including extremely low rates of hyperprolific authorship, retracted output, and publication in institutional journals, suggesting robust internal governance in these domains. However, this positive performance is contrasted by significant risk alerts in three specific indicators: Institutional Self-Citation, Output in Discontinued Journals, and, most notably, Redundant Output (Salami Slicing). These areas of high exposure directly challenge the university's mission to foster the "development of Russian education and science in the interests of... society" and uphold a "spiritual and moral basis." Such practices, which prioritize metric inflation over substantive knowledge, risk undermining the credibility of the institution's contributions, particularly in its strong thematic areas identified by SCImago Institutions Rankings data, such as Arts and Humanities and Mathematics. To fully align its operational practices with its stated humanistic ideals, it is recommended that the university's leadership initiate a targeted review of publication and citation strategies, reinforcing a culture where scientific excellence is measured by impact and integrity, not just volume.
The institution presents a Z-score of -1.015, in stark contrast to the national average of 0.401. This result indicates a case of preventive isolation, where the university does not replicate the medium-risk dynamics for multiple affiliations observed across the Russian Federation. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal attempts to artificially inflate institutional credit. The university's very low score suggests that its policies effectively prevent such "affiliation shopping," ensuring that institutional credit is claimed with clarity and integrity, a practice that stands out positively within its national context.
With a Z-score of -0.578 compared to the country's medium-risk score of 0.228, the university demonstrates a strong and isolated position regarding retracted publications. This divergence from the national trend suggests that the institution's quality control and supervision mechanisms are highly effective. Retractions can sometimes signify responsible error correction, but a rate significantly lower than the national average, as seen here, is a powerful indicator of a healthy integrity culture. It suggests that methodological rigor and pre-publication vetting processes are robust, preventing the systemic failures that can lead to recurring malpractice and subsequent retractions.
The university's Z-score for this indicator is 2.941, which is not only in the significant risk category but also exceeds the already high national average of 2.800. This constitutes a global red flag, indicating that the institution leads in a risk metric where the country is already highly compromised. While some self-citation reflects ongoing research, such a high rate signals a critical risk of scientific isolation and the formation of an 'echo chamber.' This practice suggests that the institution's academic influence may be disproportionately inflated by internal dynamics rather than validated by the broader global community, creating a risk of endogamous impact that requires urgent strategic review.
The institution exhibits a Z-score of 3.797, a figure that dramatically amplifies the medium-risk vulnerability seen in the national system (Z-score of 1.015). This accentuation of risk is a critical alert regarding the due diligence applied to selecting publication venues. A high proportion of output in journals that fail to meet international ethical or quality standards exposes the institution to severe reputational damage. This indicator strongly suggests an urgent need to improve information literacy and guidance for researchers to avoid channeling valuable scientific work and resources into 'predatory' or low-quality outlets.
The institution maintains a prudent profile with a Z-score of -0.699, which is more rigorous than the national standard of -0.488. This indicates that the university manages its authorship attribution processes with greater control than its national peers. While extensive author lists are legitimate in 'Big Science,' a low score outside these contexts is a positive sign. It suggests the institution effectively mitigates the risks of author list inflation, thereby preserving individual accountability and discouraging 'honorary' or political authorship practices.
The university's Z-score of 0.424 is closely aligned with the national average of 0.389, reflecting a systemic pattern common within the country's research environment. This medium-risk score points to a potential sustainability issue where institutional prestige may be overly dependent on external collaborations rather than on internally-led research. This gap invites a strategic reflection on whether the institution's excellence metrics are the result of genuine internal capacity or a consequence of strategic positioning in partnerships where it does not exercise primary intellectual leadership. Fostering homegrown, high-impact research should be a key focus for long-term scientific sovereignty.
With a Z-score of -1.413, the institution demonstrates an exceptionally low-risk profile, well below the national average of -0.570. This low-profile consistency signals a healthy research environment where the pressures for extreme publication volumes are well-managed. Extreme productivity can challenge the limits of meaningful intellectual contribution and may point to issues like coercive authorship or 'salami slicing.' The university's very low score indicates a successful balance between quantity and quality, suggesting that its culture prioritizes the integrity of the scientific record over sheer publication counts.
The institution's Z-score of -0.268 signifies a clear preventive isolation from the national trend, where the country shows a medium-risk score of 0.979. This demonstrates a strong commitment to external validation and global visibility. By avoiding over-reliance on its own journals, the university mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production undergoes independent, external peer review, rather than using internal channels as potential 'fast tracks' for publication, thereby strengthening the credibility and international standing of its research.
This indicator presents a global red flag for the institution, with a Z-score of 4.569 that is substantially higher than the country's already significant-risk average of 2.965. The university is a leader in a critical risk metric within a compromised national environment. This extremely high value alerts to a potential systemic practice of fragmenting coherent studies into 'minimal publishable units' to artificially inflate productivity metrics. This practice not only overburdens the peer review system but, more importantly, distorts the available scientific evidence, prioritizing publication volume over the generation of significant new knowledge. This issue warrants immediate and decisive intervention.
