| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.372 | 0.401 |
|
Retracted Output
|
0.230 | 0.228 |
|
Institutional Self-Citation
|
5.424 | 2.800 |
|
Discontinued Journals Output
|
-0.065 | 1.015 |
|
Hyperauthored Output
|
-1.213 | -0.488 |
|
Leadership Impact Gap
|
-0.192 | 0.389 |
|
Hyperprolific Authors
|
-1.210 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
2.815 | 2.965 |
Perm State University presents a profile of pronounced contrasts, with an overall integrity score of 0.212 reflecting both significant strengths in governance and critical areas requiring immediate strategic intervention. The institution demonstrates commendable resilience and control in several key areas, outperforming national averages in managing risks related to multiple affiliations, publication in discontinued journals, and dependency on external research leadership. These strengths are complemented by exceptionally low-risk signals in hyper-authorship, hyper-prolificacy, and use of institutional journals, indicating a robust internal culture of accountability in these domains. This solid foundation supports the university's strong academic positioning, particularly in its highest-ranked fields according to SCImago Institutions Rankings data, such as Biochemistry, Genetics and Molecular Biology, Chemistry, and Arts and Humanities. However, this positive outlook is severely undermined by significant risks in Institutional Self-Citation and Redundant Output, which suggest practices that could inflate productivity and impact metrics without sufficient external validation. Such vulnerabilities directly challenge any institutional mission centered on academic excellence and social responsibility, as they risk creating an 'echo chamber' that isolates the university from the global scientific dialogue. To secure its long-term reputation and ensure its contributions are both genuine and impactful, it is recommended that the university leverage its clear governance strengths to develop targeted policies and training that address these specific, high-risk behaviors.
With a Z-score of -0.372, the institution displays a low-risk profile, contrasting with the medium-risk national average of 0.401. This suggests the presence of effective institutional resilience, where internal control mechanisms appear to successfully mitigate systemic risks prevalent in the country. While multiple affiliations can be a legitimate outcome of collaboration, the national context shows a tendency towards rates that could signal strategic attempts to inflate institutional credit. Perm State University’s controlled performance indicates that its policies or academic culture effectively discourages such "affiliation shopping," ensuring that affiliations genuinely reflect substantive partnerships rather than metric-driven strategies.
The institution's Z-score of 0.230 is nearly identical to the national average of 0.228, placing both at a medium-risk level. This alignment points to a systemic pattern, where the risk of retractions reflects shared practices or vulnerabilities at a national scale. Retractions are complex events, but a sustained medium rate suggests that pre-publication quality control mechanisms may be facing challenges, not just within the institution but across the country. This shared vulnerability indicates that any potential for recurring malpractice or a lack of methodological rigor is a broader environmental issue that the university is currently mirroring, warranting a review of its specific quality assurance processes to see if it can rise above the national trend.
The university exhibits a Z-score of 5.424, a critical value that significantly exceeds the already high national average of 2.800. This constitutes a global red flag, indicating that the institution not only participates in but leads risk metrics within a country already highly compromised in this area. While some self-citation reflects focused research lines, this exceptionally high rate signals a profound scientific isolation and the potential for an 'echo chamber' where work is validated internally without sufficient external scrutiny. This dynamic presents an urgent risk of endogamous impact inflation, suggesting the institution's perceived academic influence may be critically oversized by internal citation loops rather than genuine recognition from the global scientific community.
The institution's Z-score of -0.065 signifies a low-risk profile, which is a notable achievement compared to the country's medium-risk average of 1.015. This disparity highlights the university's institutional resilience and effective filtering of problematic publication venues. A high national rate suggests a widespread challenge in performing due diligence when selecting journals. In contrast, the university's low rate indicates that its researchers are successfully avoiding channels that fail to meet international ethical or quality standards. This proactive stance protects the institution from the severe reputational risks associated with 'predatory' practices and demonstrates a commendable level of information literacy.
With a Z-score of -1.213, the institution demonstrates a very low-risk profile, well below the country's low-risk average of -0.488. This signals a low-profile consistency, where the complete absence of risk signals aligns with and even improves upon the national standard. Outside of 'Big Science' contexts where large author lists are normal, hyper-authorship can indicate inflation of author lists and a dilution of accountability. The university's exceptionally low score is a strong positive indicator of a healthy academic culture that values meaningful contributions and transparency in authorship, effectively preventing practices like 'honorary' or political authorship.
The institution's Z-score of -0.192 indicates a low-risk, narrow gap, standing in positive contrast to the medium-risk national average of 0.389. This demonstrates institutional resilience, suggesting that the university's scientific prestige is structurally sound and not overly dependent on external partners for impact. A wide positive gap, as hinted at by the national average, can signal a sustainability risk where excellence is driven by collaborations in which the institution does not hold intellectual leadership. Perm State University's performance, however, suggests that its high-impact work is strongly correlated with its own leadership, reflecting a robust and sustainable internal research capacity.
The university's Z-score of -1.210 is in the very low-risk category, surpassing the country's already low-risk average of -0.570. This finding points to low-profile consistency, where the institution's near-total absence of risk signals reinforces a healthy national trend. Extreme individual publication volumes can challenge the credibility of meaningful intellectual contribution and may point to issues like coercive authorship or a focus on quantity over quality. The university's excellent result indicates a well-balanced research environment where productivity does not come at the expense of scientific integrity, and authorship is likely assigned based on real participation.
With a Z-score of -0.268, the institution registers a very low risk, marking a significant and positive deviation from the national medium-risk average of 0.979. This demonstrates a state of preventive isolation, where the university deliberately avoids the risk dynamics observed in its environment. Excessive reliance on in-house journals, a trend visible at the national level, can create conflicts of interest and academic endogamy by bypassing independent peer review. The university's minimal use of such channels signals a strong commitment to global visibility and competitive validation, ensuring its research is scrutinized by the international community rather than being fast-tracked through internal, less rigorous systems.
The institution's Z-score of 2.815 is in the significant-risk category, which is a serious concern; however, it is slightly below the critical national average of 2.965. This situation represents an attenuated alert: while the university is a global outlier for this behavior, it shows marginally more control than the national context. This high score alerts to the practice of 'salami slicing,' where studies are fragmented into minimal publishable units to artificially inflate productivity metrics. This practice distorts the scientific record and overburdens the review system. Although the university's performance is slightly better than the national average, the risk level is still critical and demands urgent attention to promote the publication of more substantive and coherent research.