| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.206 | 0.401 |
|
Retracted Output
|
0.164 | 0.228 |
|
Institutional Self-Citation
|
1.307 | 2.800 |
|
Discontinued Journals Output
|
0.423 | 1.015 |
|
Hyperauthored Output
|
-0.596 | -0.488 |
|
Leadership Impact Gap
|
0.022 | 0.389 |
|
Hyperprolific Authors
|
-0.583 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
2.214 | 2.965 |
ITMO University demonstrates a robust and resilient scientific integrity profile, reflected in a favorable overall score of 0.317. The institution distinguishes itself by effectively mitigating several systemic risks prevalent at the national level, particularly in areas of institutional self-citation, redundant output, and publication in discontinued journals. Key strengths are evident in its near-total avoidance of academic endogamy through institutional journals and a balanced approach to authorship, indicating a culture of external validation and accountability. According to SCImago Institutions Rankings data, this commitment to quality underpins its leadership in several strategic fields, with top-10 national rankings in Pharmacology, Toxicology and Pharmaceutics; Chemistry; Engineering; Computer Science; and Physics and Astronomy. However, a medium-level risk in the rate of multiple affiliations, which is higher than the national average, warrants strategic attention. This practice, if not carefully managed, could conflict with the institutional mission to foster "holistic development" by incentivizing metric accumulation over genuine contribution. To fully align its operational excellence with its mission to "tackle global challenges," the university is advised to reinforce its governance frameworks, ensuring that its impressive scientific output is built on a foundation of unimpeachable integrity and sustainable internal capacity.
The institution presents a Z-score of 1.206, which is notably higher than the national average of 0.401. Although both the university and the country fall within a medium risk band, the institution shows a greater propensity for this behavior than its national peers. This suggests a high exposure to practices that could be interpreted as strategic attempts to inflate institutional credit. While multiple affiliations can be legitimate, this elevated rate signals a potential vulnerability where "affiliation shopping" may be occurring more frequently than the national standard, requiring a review of institutional policies to ensure all affiliations reflect substantive collaboration.
With a Z-score of 0.164, the institution shows a more controlled situation than the Russian Federation's average of 0.228. This indicates a differentiated management approach, where the university successfully moderates a risk that is common within the country. A high rate of retractions can suggest systemic failures in pre-publication quality control. In this context, the institution's lower score points towards more effective oversight and a stronger integrity culture, helping to prevent the kind of recurring malpractice or lack of methodological rigor that may be more prevalent in the broader national scientific landscape.
The university's Z-score of 1.307 (medium risk) demonstrates relative containment when compared to the country's critical Z-score of 2.800 (significant risk). While the institution shows some signals of internal citation, it is clearly operating with more order and external orientation than the national average. This performance is crucial, as disproportionately high self-citation rates can create 'echo chambers' and inflate impact through endogamous dynamics. By keeping this indicator well below the national crisis level, the institution shows a healthier integration with the global scientific community, ensuring its academic influence is validated by external scrutiny rather than internal reinforcement.
The institution's Z-score of 0.423 is considerably lower than the national average of 1.015, indicating superior management of this risk. Although both are in a medium-risk category, the university is more effective at moderating a practice that appears common in the country. Publishing in journals that fail to meet international ethical or quality standards poses a severe reputational threat. The institution's more discerning approach suggests stronger due diligence in selecting publication venues, thereby protecting its resources and reputation from association with 'predatory' or low-quality publishing practices that are more frequent at the national level.
With a Z-score of -0.596, the institution displays a prudent profile that is more rigorous than the national standard (-0.488). This low-risk signal is a positive indicator of authorship practices. A high rate of hyper-authorship outside of "Big Science" contexts can point to author list inflation, which dilutes individual accountability and transparency. The university's controlled, low score suggests that it effectively distinguishes between necessary large-scale collaboration and questionable 'honorary' authorship, fostering a culture of meaningful contribution and clear responsibility.
The institution exhibits a Z-score of 0.022, which is exceptionally low compared to the national average of 0.389. This reflects a highly differentiated and positive management of its scientific strategy. A wide gap suggests that an institution's prestige is dependent on external partners rather than its own structural capacity. ITMO University's minimal gap is a powerful indicator of its intellectual leadership and sustainable internal excellence, demonstrating that its high-impact research is overwhelmingly driven by its own researchers, a sign of true scientific autonomy and strength in contrast to the broader national trend.
The institution's Z-score of -0.583 is statistically normal and aligns closely with the national average of -0.570. This indicates that the risk level is as expected for its context, with no significant deviation. Extreme individual publication volumes can challenge the credibility of meaningful intellectual contribution and may signal imbalances between quantity and quality. The university's low and stable score in this area suggests a healthy research environment where coercive authorship or the prioritization of metrics over scientific integrity is not a prevalent issue.
With a Z-score of -0.268, the institution operates in a state of preventive isolation from a risk that is present at a medium level in the country (Z-score of 0.979). This very low score is a significant strength. Over-reliance on in-house journals can create conflicts of interest and academic endogamy, allowing production to bypass independent external peer review. The university's near-absence of this practice demonstrates a firm commitment to global visibility and competitive validation, ensuring its research is assessed by international standards and avoiding the use of internal channels as 'fast tracks' for publication.
The institution's Z-score of 2.214 (medium risk) indicates relative containment of a practice that is at a critical level nationally (Z-score of 2.965). Although the university is not immune to this risk, it operates with significantly more control than the national average. This indicator alerts to 'salami slicing,' where studies are fragmented into minimal units to artificially inflate productivity, a practice that distorts scientific evidence. The university's ability to keep this behavior below the national crisis point suggests that while some pressure for volume may exist, its internal mechanisms are more effective at promoting the publication of significant, coherent new knowledge.