| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.247 | 0.401 |
|
Retracted Output
|
-0.503 | 0.228 |
|
Institutional Self-Citation
|
10.702 | 2.800 |
|
Discontinued Journals Output
|
1.834 | 1.015 |
|
Hyperauthored Output
|
-1.309 | -0.488 |
|
Leadership Impact Gap
|
-1.915 | 0.389 |
|
Hyperprolific Authors
|
-1.413 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
15.199 | 2.965 |
Emperor Alexander I St Petersburg State Transport University presents a profile of pronounced contrasts, with an overall risk score of 1.057 reflecting a complex integrity landscape. The institution demonstrates exceptional strength and adherence to best practices in a majority of indicators, including a commendable absence of risk signals in multiple affiliations, retractions, hyper-authorship, and hyperprolificity. Furthermore, its strong performance in generating impact from its own intellectual leadership and its limited use of institutional journals signal a robust and externally-validated research culture. However, this solid foundation is critically undermined by two significant outliers: an extremely high Rate of Institutional Self-Citation and an alarming Rate of Redundant Output. While the institution showcases notable thematic strengths in Earth and Planetary Sciences, Energy, and Environmental Science according to SCImago Institutions Rankings data, these high-risk practices threaten to devalue its academic contributions. Although a specific mission statement was not available for analysis, such behaviors are fundamentally inconsistent with any mission centered on academic excellence and social responsibility, as they prioritize internal metrics over genuine scientific advancement and external validation. To secure its reputation and build upon its clear areas of strength, it is imperative that the university focuses its strategic efforts on implementing corrective measures to address the systemic issues of self-citation and publication fragmentation.
The institution exhibits a Z-score of -1.247, a value indicating a very low risk level that contrasts sharply with the national average of 0.401. This demonstrates a clear operational divergence from the country's general trend, suggesting the university has successfully isolated itself from the risk dynamics prevalent in its environment. While multiple affiliations can be a legitimate outcome of collaboration, the institution's exceptionally low rate confirms it is not engaging in strategic "affiliation shopping" or other practices aimed at artificially inflating institutional credit, thereby maintaining a transparent and clear attribution of its scientific output.
With a Z-score of -0.503, the institution shows a near-total absence of retractions, positioning it far below the national average of 0.228. This result indicates a form of preventive isolation, where the university's internal processes appear to effectively shield it from the integrity vulnerabilities observed elsewhere in the country. This low rate is a strong indicator of robust quality control mechanisms prior to publication. It suggests that, unlike the national context where systemic failures may be more common, the institution's integrity culture and methodological rigor are succeeding in preventing the types of errors or malpractice that lead to retractions.
The institution's Z-score of 10.702 is a critical red flag, drastically exceeding the already significant national average of 2.800. This score positions the university as a global outlier, leading this risk metric within a national system that is already highly compromised. Such a disproportionately high rate signals a profound scientific isolation, creating an 'echo chamber' where the institution validates its own work without sufficient external scrutiny. This practice presents a severe risk of endogamous impact inflation, suggesting that the institution's perceived academic influence may be dangerously oversized by internal dynamics rather than by genuine recognition from the global scientific community, requiring an urgent audit of its citation practices.
The institution presents a Z-score of 1.834, which, while indicating a medium risk, is notably higher than the national average of 1.015. This pattern suggests a high level of exposure, indicating the university is more prone than its national peers to channeling its research into questionable outlets. A significant presence in discontinued journals is a critical alert regarding the due diligence applied in selecting dissemination channels. This heightened risk suggests an urgent need to reinforce information literacy and evaluation criteria among researchers to avoid wasting resources and exposing the institution to severe reputational damage associated with 'predatory' or low-quality publishing practices.
With a Z-score of -1.309, the institution demonstrates a very low incidence of hyper-authorship, a figure that aligns well with the low-risk national average of -0.488. This low-profile consistency indicates that the institution's authorship practices are well-calibrated and reflect the national standard for transparency. The absence of this risk signal suggests that the university effectively avoids author list inflation and maintains clear individual accountability, steering clear of practices like 'honorary' or political authorship that can dilute the meaning of scientific contribution.
The institution's Z-score of -1.915 is a mark of distinction, indicating a very low-risk profile that stands in stark contrast to the national average of 0.389. This score signifies a healthy and sustainable research ecosystem, as the institution does not replicate the dependency on external collaboration for impact seen at the national level. A negative gap is a powerful indicator of genuine internal capacity, demonstrating that the scientific prestige of the university is structural and endogenous. It confirms that its excellence metrics result from strong intellectual leadership rather than a strategic positioning in collaborations where it does not lead.
The institution's Z-score for hyperprolific authors is -1.413, a very low value that is consistent with the low-risk national context, where the average is -0.570. This alignment with the national standard points to a well-regulated and balanced research environment. The absence of extreme individual publication volumes suggests that the institution successfully prioritizes the integrity of the scientific record over raw metrics. This indicates that risks such as coercive authorship or the assignment of authorship without meaningful intellectual contribution are being effectively controlled, ensuring a healthy relationship between quantity and quality.
With a Z-score of -0.268, the institution shows a very low reliance on its own journals, a positive indicator that sets it apart from the national average of 0.979. This demonstrates a form of preventive isolation from the risks of academic endogamy common in the wider system. By primarily seeking validation through external, independent peer review, the institution avoids potential conflicts of interest and ensures its research competes on a global stage. This practice enhances its international visibility and signals a commitment to objective evaluation, rather than using internal channels as 'fast tracks' to inflate publication counts.
The institution's Z-score of 15.199 is a critical and urgent alert, representing a massive amplification of a risk that is already significant at the national level (2.965). This score is a global red flag, indicating that the university is a leader in this problematic practice within a compromised environment. Such a high degree of massive and recurring bibliographic overlap is a clear indicator of data fragmentation or 'salami slicing,' a practice used to artificially inflate productivity. This severely distorts the available scientific evidence and overburdens the review system, prioritizing publication volume over the generation of significant new knowledge and demanding immediate and decisive intervention.
