| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.371 | 0.401 |
|
Retracted Output
|
0.051 | 0.228 |
|
Institutional Self-Citation
|
4.080 | 2.800 |
|
Discontinued Journals Output
|
0.768 | 1.015 |
|
Hyperauthored Output
|
-0.965 | -0.488 |
|
Leadership Impact Gap
|
-1.151 | 0.389 |
|
Hyperprolific Authors
|
-1.413 | -0.570 |
|
Institutional Journal Output
|
6.761 | 0.979 |
|
Redundant Output
|
-0.098 | 2.965 |
Petrozavodsk State University presents a dual profile in scientific integrity, with an overall score of 0.660 reflecting both significant strengths and critical vulnerabilities. The institution demonstrates exceptional governance in several key areas, effectively insulating itself from national risk trends related to hyper-prolificacy, redundant publication, and dependency on external research leadership. These strengths provide a solid foundation for research quality. However, this positive performance is contrasted by significant-risk indicators in Institutional Self-Citation and Output in Institutional Journals, which suggest a pattern of academic insularity that could undermine its external credibility. The university's strongest research areas, according to SCImago Institutions Rankings data, include Arts and Humanities (ranked 11th in the Russian Federation) and Earth and Planetary Sciences (27th), followed by notable positions in Environmental Science, Agricultural and Biological Sciences, and Social Sciences. While the institutional mission was not available for this analysis, the identified risks of endogamy directly challenge the universal academic values of excellence and social responsibility. An over-reliance on internal validation mechanisms can create a perception of prioritizing institutional metrics over genuine global impact, potentially isolating its top-performing research areas. To fully leverage its strengths and enhance its international standing, it is recommended that the university leadership initiate a strategic review of its publication and citation policies, focusing on fostering greater external engagement and reinforcing the global competitiveness of its leading disciplines.
The institution exhibits a Z-score of -1.371, in stark contrast to the national average of 0.401. This result indicates a commendable preventive isolation, where the university does not replicate the risk dynamics observed in its national environment. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university’s very low score suggests a clear and transparent affiliation policy, avoiding practices that could be perceived as "affiliation shopping" and reinforcing a culture of unambiguous academic contribution.
With a Z-score of 0.051, which is below the national average of 0.228, the institution demonstrates differentiated management of this risk. Although both the university and the country operate at a medium-risk level, the institution appears to moderate factors that lead to retractions more effectively than its peers. Retractions are complex events, and a rate significantly higher than average can alert to a vulnerability in the integrity culture. In this case, the university’s contained score suggests that while isolated incidents may occur, its quality control mechanisms are functioning with greater efficacy than the national standard, though continuous monitoring of pre-publication review processes remains advisable.
The institution's Z-score of 4.080 is a critical red flag, significantly exceeding the already high national average of 2.800. This score indicates that the university not only participates in but leads the risk metrics within a country already highly compromised by this practice. A certain level of self-citation is natural, reflecting ongoing research lines. However, this disproportionately high rate signals a concerning scientific isolation or an 'echo chamber' where the institution validates its own work without sufficient external scrutiny. This dynamic warns of severe endogamous impact inflation, suggesting that the institution's perceived academic influence may be critically oversized by internal dynamics rather than by recognition from the global scientific community.
The university's Z-score of 0.768 is positioned below the national average of 1.015, indicating a more effective management of publication channels. Within a national context where publishing in discontinued journals is a medium-level risk, the institution shows a better capacity to moderate this behavior. A high proportion of output in such journals constitutes a critical alert regarding due diligence in selecting dissemination media. The university's comparatively lower score suggests a more robust awareness or guidance system for its researchers, helping to avoid channeling scientific production through media that fail to meet international ethical or quality standards and thus mitigating severe reputational risks.
With a Z-score of -0.965, well below the national average of -0.488, the institution maintains a prudent profile regarding authorship practices. This result shows that the university manages its collaborative processes with more rigor than the national standard. While extensive author lists are legitimate in "Big Science," a high Z-score outside these contexts can indicate author list inflation, diluting individual accountability. The institution's low score is a positive signal, suggesting that its research culture promotes transparency and meaningful contributions over the inclusion of 'honorary' or political authorships.
The institution's Z-score of -1.151 is exceptionally low, particularly when compared to the national medium-risk average of 0.389. This demonstrates a strong preventive isolation from national trends of research dependency. A wide positive gap often signals that an institution's prestige is reliant on external partners rather than its own intellectual leadership. The university's negative score is a powerful indicator of scientific maturity and sustainability, suggesting that its most impactful research is driven by its own internal capacity and that it exercises genuine intellectual leadership in its collaborations.
The institution's Z-score of -1.413 is very low and aligns with the low-risk national context, where the average is -0.570. This low-profile consistency indicates an absence of risk signals in this area, in line with 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 very low score suggests a healthy research environment that does not incentivize or permit practices that prioritize inflated metrics over the integrity of the scientific record.
The university's Z-score of 6.761 is a significant outlier and represents a severe risk accentuation, amplifying a vulnerability that is present but less pronounced at the national level (Z-score of 0.979). In-house journals can serve local purposes, but an excessive dependence on them raises serious conflicts of interest, as the institution acts as both judge and party. This extremely high score warns of critical academic endogamy, where a substantial portion of scientific production may be bypassing independent external peer review. This practice severely limits global visibility and suggests the use of internal channels as 'fast tracks' to inflate publication counts without standard competitive validation, posing a direct threat to the institution's credibility.
The institution demonstrates exceptional performance with a Z-score of -0.098, positioning it as an effective filter against a practice that is a significant risk nationally (Z-score of 2.965). The university acts as a firewall against the national trend of 'salami slicing.' Massive bibliographic overlap between publications often indicates data fragmentation to artificially inflate productivity, which distorts scientific evidence. The university's low score is a strong testament to its robust editorial standards and commitment to publishing complete, significant work, thereby upholding the integrity of the scientific record in a challenging environment.
