| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.555 | 0.401 |
|
Retracted Output
|
-0.155 | 0.228 |
|
Institutional Self-Citation
|
5.049 | 2.800 |
|
Discontinued Journals Output
|
0.671 | 1.015 |
|
Hyperauthored Output
|
-1.295 | -0.488 |
|
Leadership Impact Gap
|
1.652 | 0.389 |
|
Hyperprolific Authors
|
-1.413 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
9.407 | 2.965 |
St. Petersburg State University of Industrial and Design presents a complex integrity profile, marked by areas of exemplary governance alongside critical vulnerabilities. The institution demonstrates robust control over authorship practices, with very low rates of hyper-authorship and hyper-prolificacy, and effectively avoids academic endogamy by minimizing publication in institutional journals. These strengths suggest a solid foundation in certain aspects of research ethics. However, this is contrasted by significant, nation-leading risks in institutional self-citation and redundant publication ('salami slicing'), which point to systemic issues that could inflate productivity and impact metrics artificially. Furthermore, a notable gap between its overall research impact and the impact of its self-led projects indicates a potential dependency on external collaborations for prestige. These integrity challenges coexist with recognized academic strengths, as evidenced by its SCImago Institutions Rankings in key areas such as Chemistry, Energy, Environmental Science, and Earth and Planetary Sciences. While the institution's specific mission statement was not available for this analysis, such critical integrity risks fundamentally challenge the core principles of academic excellence and social responsibility that underpin any higher education institution. Practices that prioritize volume over substance can undermine the credibility of its strong thematic areas and its contribution to knowledge. Therefore, a strategic priority should be to leverage its demonstrated governance strengths to implement targeted interventions. By addressing the cultural or policy drivers behind excessive self-citation and publication fragmentation, the University can ensure its recognized scientific capabilities are built upon a foundation of unimpeachable integrity, securing its long-term reputation and impact.
The institution's Z-score of -0.555 stands in contrast to the national average of 0.401. This suggests a high degree of institutional resilience, as internal control mechanisms appear to be successfully mitigating systemic risks that are more prevalent across the country. While multiple affiliations can be legitimate, disproportionately high rates can signal strategic attempts to inflate institutional credit. The University's low score indicates that it is effectively avoiding such practices, maintaining a clear and transparent representation of its collaborative contributions.
With a Z-score of -0.155, the institution performs favorably against the national average of 0.228. This differential points towards effective institutional resilience, suggesting that its quality control and supervision mechanisms are more robust than the national standard. A high rate of retractions can alert to a vulnerability in an institution's integrity culture. The University's low score in this area is a positive signal, indicating that its pre-publication review processes are likely functioning well to prevent the systemic failures or lack of methodological rigor that can lead to a higher volume of retracted work.
The institution exhibits a critical Z-score of 5.049, significantly amplifying the already high national average of 2.800. This represents a global red flag, indicating the University is a leader in risk metrics within a country already compromised by this practice. While some self-citation reflects research continuity, this disproportionately high rate signals a concerning scientific isolation or an 'echo chamber' where work is validated without sufficient external scrutiny. This extreme value warns of severe endogamous impact inflation, suggesting the institution's academic influence may be oversized by internal dynamics rather than by recognition from the global community, a situation that requires urgent review.
The institution's Z-score of 0.671 is lower than the national average of 1.015. This indicates a capacity for differentiated management, where the University moderates a risk that appears to be more common nationally. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. The University's more controlled, albeit still moderate, score suggests it is less exposed than its peers to the severe reputational risks associated with channeling work through media that may not meet international ethical or quality standards.
With a Z-score of -1.295, the institution demonstrates a very low risk profile, well below the national average of -0.488. This result shows a low-profile consistency, where the absence of risk signals aligns with, and even improves upon, the national standard. Outside of 'Big Science' contexts, high rates in this indicator can signal author list inflation, which dilutes individual accountability. The University's very low score is a sign of strong governance in authorship, reinforcing transparency and discouraging practices like 'honorary' or political authorship.
The institution's Z-score of 1.652 is considerably higher than the national average of 0.389. This reveals a high exposure to dependency risk, suggesting the institution is more prone to this alert than its national peers. A wide positive gap, where global impact is high but the impact of institution-led research is low, signals a risk to sustainability. The University's score suggests its scientific prestige may be largely dependent and exogenous, inviting reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where it does not exercise intellectual leadership.
The institution's Z-score of -1.413 is significantly lower than the national average of -0.570, indicating a very low risk level. This demonstrates a low-profile consistency, where the complete absence of risk signals surpasses the already low-risk national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship or the assignment of authorship without real participation. The University's excellent result in this area suggests a healthy research environment that prioritizes the integrity of the scientific record over the sheer volume of output.
With a Z-score of -0.268, the institution shows a near-total absence of this risk, in stark contrast to the moderate national average of 0.979. This reflects a state of preventive isolation, where the University does not replicate the risk dynamics observed in its environment. Excessive dependence on in-house journals can raise conflicts of interest and signal academic endogamy. The institution's very low score is a significant strength, demonstrating a clear commitment to independent, external peer review and global visibility, thereby avoiding the use of internal channels as potential 'fast tracks' to inflate publication counts.
The institution's Z-score of 9.407 is exceptionally high, drastically exceeding the already significant national average of 2.965. This constitutes a global red flag, positioning the University as a leader in this high-risk practice within a compromised national system. Massive bibliographic overlap between publications indicates data fragmentation or 'salami slicing'—the practice of dividing a study into minimal units to artificially inflate productivity. This extreme value alerts to a systemic issue that distorts scientific evidence and overburdens the review system, prioritizing volume over significant new knowledge and demanding immediate and decisive intervention.
