| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.457 | 0.401 |
|
Retracted Output
|
0.136 | 0.228 |
|
Institutional Self-Citation
|
11.123 | 2.800 |
|
Discontinued Journals Output
|
1.125 | 1.015 |
|
Hyperauthored Output
|
-1.322 | -0.488 |
|
Leadership Impact Gap
|
-2.728 | 0.389 |
|
Hyperprolific Authors
|
-1.413 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
1.645 | 2.965 |
Saint Petersburg Mining University presents a profile of pronounced contrasts, with an overall integrity score of 0.388 reflecting both exceptional governance in authorship and collaboration practices and critical vulnerabilities in its publication and impact validation strategies. The institution demonstrates remarkable strengths, with very low risk signals in areas such as Multiple Affiliations, Hyper-Authored Output, Hyperprolific Authors, and Output in Institutional Journals. These results suggest a robust internal culture regarding individual and collaborative research conduct. This solid foundation is reflected in its strong academic positioning, with SCImago Institutions Rankings placing the university in the national Top 10 for key areas like Physics and Astronomy (3rd), Mathematics (4th), Energy (9th), and Engineering (9th). However, these achievements are shadowed by a significant risk in Institutional Self-Citation and medium-level alerts in Retracted Output and publication in Discontinued Journals. These weaknesses directly challenge the university's mission to be a "world-class" and "premier center," as they suggest a potential for insular validation and a lack of due diligence in dissemination, which could undermine its goal of achieving an "innovative breakthrough" recognized on a global scale. To fully align its practices with its ambitions, the university is advised to leverage its strengths in research governance to implement a strategic overhaul of its publication and citation policies, ensuring its demonstrated scientific excellence is validated by the broader international community.
The institution exhibits a Z-score of -1.457, in stark contrast to the national average of 0.401. This result indicates a clear operational distinction from the prevailing national trend, where multiple affiliations are more common. The university's profile suggests a preventive isolation from the risk dynamics observed in its environment. By maintaining a very low rate of multiple affiliations, the institution avoids any ambiguity related to strategic attempts to inflate institutional credit or “affiliation shopping,” reinforcing a transparent and straightforward model of academic contribution that aligns with clear institutional boundaries.
With a Z-score of 0.136, the institution's rate of retractions is slightly below the national average of 0.228, which is also at a medium risk level. This suggests a differentiated management approach, where the university appears to moderate the factors that lead to retractions more effectively than its national peers. While any retraction is a complex event, this contained rate suggests that the institution's quality control mechanisms, though not entirely immune to failure, are performing with greater efficacy than the national standard. This indicates a relative strength in managing methodological rigor and integrity culture, although continued monitoring is warranted to further reduce these occurrences.
The institution's Z-score for this indicator is 11.123, a figure that dramatically exceeds the already significant national average of 2.800. This constitutes a global red flag, positioning the university as a leader in risk metrics within a country already highly compromised in this area. Such a disproportionately high rate signals a critical level of scientific isolation, creating an 'echo chamber' where the institution validates its own work without sufficient external scrutiny. This practice poses a severe risk of endogamous impact inflation, suggesting that the institution's academic influence may be artificially oversized by internal dynamics rather than by recognition from the global scientific community, a situation that requires an urgent and profound strategic review.
The institution's Z-score of 1.125 is slightly above the national average of 1.015, indicating a high exposure to this particular risk. This suggests the university is more prone than its national counterparts to channeling its research into questionable outlets. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This pattern indicates that a portion of the university's scientific production is being placed in media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need to improve information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality practices.
The institution's Z-score of -1.322 is significantly lower than the national Z-score of -0.488. This demonstrates a low-profile consistency, where the complete absence of risk signals in this area aligns with and even improves upon the national standard. The university's data shows no evidence of author list inflation or the dilution of individual accountability. This finding reinforces a culture of transparent and appropriate authorship attribution, distinguishing legitimate large-scale collaboration from questionable 'honorary' or political authorship practices.
With a Z-score of -2.728, the institution shows a complete absence of risk, standing in sharp contrast to the medium-risk national average of 0.389. This result signifies a state of preventive isolation, where the university does not replicate the dependency on external collaborations for impact seen elsewhere in the country. A very low score indicates that the institution's scientific prestige is structural and generated by its own internal capacity. This demonstrates that the university's excellence metrics are a direct result of research where it exercises intellectual leadership, ensuring a sustainable and autonomous model of scientific influence.
The institution's Z-score of -1.413 is well below the national Z-score of -0.570, indicating a strong adherence to responsible productivity standards. This low-profile consistency, where the absence of risk signals surpasses the national norm, suggests that the university fosters an environment where quality is prioritized over sheer quantity. The data shows no signs of extreme individual publication volumes that would challenge the limits of meaningful intellectual contribution, thereby avoiding risks such as coercive authorship or the assignment of authorship without real participation and upholding the integrity of the scientific record.
The institution presents a Z-score of -0.268, which is significantly lower than the national average of 0.979. This demonstrates a clear case of preventive isolation, where the university avoids the risks of academic endogamy that are more prevalent at the national level. By not depending on its own journals for dissemination, the institution ensures its scientific production undergoes independent external peer review, which is essential for global visibility and competitive validation. This practice mitigates potential conflicts of interest and reinforces the credibility of its research output, preventing the use of internal channels as 'fast tracks' to inflate academic records.
The institution's Z-score of 1.645 places it at a medium risk level, but this is notably lower than the country's significant risk score of 2.965. This indicates a situation of relative containment; although signals of data fragmentation exist, the university operates with more order and control than the national average. The presence of this risk, however, still alerts to the potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity metrics. While better managed than its peers, this 'salami slicing' tendency can distort the scientific evidence and overburden the review system, warranting a review of publication guidelines to encourage more significant and consolidated contributions.
