| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.037 | 0.401 |
|
Retracted Output
|
-0.155 | 0.228 |
|
Institutional Self-Citation
|
6.057 | 2.800 |
|
Discontinued Journals Output
|
1.453 | 1.015 |
|
Hyperauthored Output
|
-1.227 | -0.488 |
|
Leadership Impact Gap
|
-0.115 | 0.389 |
|
Hyperprolific Authors
|
-1.413 | -0.570 |
|
Institutional Journal Output
|
5.775 | 0.979 |
|
Redundant Output
|
3.779 | 2.965 |
Perm National Research Polytechnic University presents a profile of pronounced contrasts, with an overall integrity score of 1.001 that reflects both significant strengths and critical vulnerabilities. The institution demonstrates exceptional control over risks associated with individual researcher conduct, such as multiple affiliations, hyper-authorship, and hyper-prolificacy, indicating a solid foundation of responsible research practices. However, this is offset by significant-risk indicators in Institutional Self-Citation, Output in Institutional Journals, and Redundant Output. These weaknesses suggest systemic issues related to academic endogamy and a publication strategy potentially focused on quantity over quality, which could undermine the institution's long-term reputational standing. These challenges coexist with notable thematic strengths, particularly in Engineering, Energy, and Biochemistry, Genetics and Molecular Biology, where the university holds strong national rankings according to SCImago Institutions Rankings data. The identified risks directly conflict with the university's mission to provide "high-quality training" and adapt to the standards of "first-rate countries," as practices that inflate impact without external validation compromise the very definition of excellence and global competitiveness. To fully capitalize on its academic potential, it is recommended that the university undertake a strategic review of its publication and citation policies to align them with international best practices, thereby ensuring that its operational integrity matches its scientific ambitions.
The institution exhibits a very low-risk Z-score of -1.037, which contrasts sharply with the Russian Federation's medium-risk national average of 0.401. This disparity suggests a form of preventive isolation, where the university successfully insulates itself from the risk dynamics prevalent in its national environment. While multiple affiliations can be legitimate, disproportionately high rates often signal strategic "affiliation shopping" to inflate institutional credit. The university's excellent result indicates a clear and transparent policy regarding researcher affiliations, avoiding the ambiguity that can lead to such practices elsewhere in the country.
With a low-risk Z-score of -0.155, the institution performs better than the national medium-risk average of 0.228. This demonstrates strong institutional resilience, as internal quality control mechanisms appear to be effectively mitigating the systemic risks observed more broadly. A high rate of retractions can suggest that pre-publication quality controls are failing. In this case, the university's favorable score indicates that its supervision and methodological rigor are robust, preventing the types of recurring errors or potential malpractice that might otherwise lead to a higher volume of retracted work.
The institution's Z-score of 6.057 is exceptionally high, significantly surpassing the country's already critical average of 2.800. This result constitutes a global red flag, positioning the university as an outlier that leads this risk metric in a nation already highly compromised. While a certain level of self-citation is natural, this extreme value warns of severe scientific isolation and the creation of an 'echo chamber.' There is a critical risk that the institution's academic influence is being artificially oversized by internal dynamics rather than validated by external scrutiny from the global scientific community, demanding an urgent review of citation practices.
The institution's medium-risk Z-score of 1.453 indicates a higher exposure to this risk compared to the national average of 1.015. This suggests the university is more prone than its peers to publishing in problematic venues. A high proportion of publications in discontinued journals is a critical alert regarding the due diligence in selecting dissemination channels. This pattern indicates that a significant portion of the university's scientific output is being placed in media that fail to meet international ethical or quality standards, exposing the institution to severe reputational damage and signaling an urgent need to improve information literacy to avoid 'predatory' practices.
The institution's Z-score of -1.227 is in the very low-risk category, far below the country's low-risk score of -0.488. This demonstrates a low-profile consistency, where the absence of risk signals is even more pronounced than the national standard. This result indicates that authorship practices are well-governed and transparent, successfully avoiding the risk of author list inflation. By maintaining clear accountability, the institution upholds the integrity of authorship credit and distinguishes its practices from the honorary or political attributions that can dilute scientific responsibility.
The institution displays a low-risk Z-score of -0.115, a positive result that contrasts with the medium-risk national average of 0.389. This difference highlights the university's institutional resilience, as it avoids the dependency on external partners for impact that is more common nationally. A wide positive gap can signal that an institution's prestige is exogenous and not a result of its own capabilities. The university's low score, however, suggests its scientific impact is structural and sustainable, stemming from research where it exercises genuine intellectual leadership rather than relying on a secondary role in collaborations.
With a very low-risk Z-score of -1.413, the institution demonstrates exemplary performance, significantly exceeding the country's low-risk average of -0.570. This reflects a low-profile consistency, where internal standards are more rigorous than the national norm. The absence of hyperprolific authors suggests a healthy institutional culture that prioritizes quality and meaningful intellectual contribution over sheer publication volume. This indicates a successful avoidance of risks such as coercive authorship or credit assignment without real participation, thereby protecting the integrity of the scientific record.
The institution's Z-score of 5.775 is at a significant-risk level, a figure that dramatically accentuates the medium-risk vulnerability present in the national system (Z-score 0.979). This extreme over-reliance on its own journals creates a severe conflict of interest, with the institution acting as both judge and party. This high value warns of critical academic endogamy, where a large volume of research may be bypassing independent external peer review. This practice severely limits global visibility and suggests that internal channels may be used as 'fast tracks' to inflate publication records without standard competitive validation, a critical threat to scientific credibility.
The institution's Z-score of 3.779 is critically high, placing it ahead of the country's already significant-risk average of 2.965. This profile acts as a global red flag, indicating the university is a leading driver of this detrimental practice within a compromised national context. Such a high rate of massive and recurring bibliographic overlap between publications is a strong indicator of 'salami slicing,' where studies are fragmented into minimal publishable units to artificially inflate productivity metrics. This practice distorts the scientific evidence base and prioritizes volume over the creation of significant new knowledge, requiring immediate corrective action.
