| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.879 | 0.401 |
|
Retracted Output
|
-0.324 | 0.228 |
|
Institutional Self-Citation
|
8.626 | 2.800 |
|
Discontinued Journals Output
|
4.877 | 1.015 |
|
Hyperauthored Output
|
-1.319 | -0.488 |
|
Leadership Impact Gap
|
-2.664 | 0.389 |
|
Hyperprolific Authors
|
-1.413 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
11.173 | 2.965 |
Voronezh State Technical University presents a polarized scientific integrity profile (Overall Score: 1.413), characterized by exceptional control in several key areas alongside critical vulnerabilities in others. The institution demonstrates robust governance with very low risk in multiple affiliations, hyper-authorship, hyperprolific authors, and publication in institutional journals. However, this is contrasted by significant risk signals in institutional self-citation, publication in discontinued journals, and redundant output, which require immediate strategic attention. These integrity challenges coexist with notable academic strengths, as evidenced by SCImago Institutions Rankings data, where the university holds strong national positions in Earth and Planetary Sciences (9th), Environmental Science (14th), and Physics and Astronomy (28th). The identified high-risk practices directly undermine universal academic values of excellence and social responsibility. The patterns of self-citation and redundant publication threaten to devalue the institution's contributions in its strongest fields, creating a perception of inflated impact rather than genuine scientific leadership. The university is encouraged to leverage its clear strengths in research governance to implement targeted interventions that address the critical risk areas, thereby safeguarding the integrity and enhancing the global reputation of its distinguished research programs.
The institution's Z-score of -0.879 indicates a very low risk, contrasting sharply with the national average of 0.401, which signals a medium-level risk. This demonstrates a case of preventive isolation, where the university does not replicate the risk dynamics observed in its national environment. While multiple affiliations can be a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university's low score suggests a clear and transparent affiliation policy, effectively avoiding the "affiliation shopping" practices that may be more common elsewhere in the country.
With a Z-score of -0.324, the institution maintains a low-risk profile, which is notably healthier than the national average of 0.228 (medium risk). This suggests a degree of institutional resilience, where internal control mechanisms appear to successfully mitigate systemic risks present in the country. Retractions are complex events, and a high rate can suggest that quality control mechanisms prior to publication may be failing. The university's favorable position indicates that its pre-publication review and supervision processes are likely more robust than the national standard, fostering a culture of integrity and methodological rigor.
The institution exhibits a Z-score of 8.626 in this indicator, a value that not only represents a critical risk but also significantly surpasses the already high national average of 2.800. This profile constitutes a global red flag, positioning the university as a leader in risk metrics within a country already highly compromised. A certain level of self-citation is natural, but this disproportionately high rate signals a concerning scientific isolation or an 'echo chamber' where the institution validates its own work without sufficient external scrutiny. This practice creates a severe risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by genuine recognition from the global scientific community. An urgent review of citation practices is necessary to ensure that the institution's impact is externally validated and credible.
The institution's Z-score of 4.877 is a significant risk alert, markedly amplifying the vulnerabilities already present in the national system, which has a medium-risk score of 1.015. This indicates that the university is channeling a significant portion of its scientific production through media that do not meet international ethical or quality standards. Such a high proportion constitutes a critical alert regarding due diligence in selecting dissemination channels. This practice exposes the institution to severe reputational risks and suggests an urgent need for information literacy and stricter publication policies to avoid wasting resources on 'predatory' or low-quality journals.
The institution shows a Z-score of -1.319, indicating a very low risk that is even more controlled than the low-risk national average of -0.488. This demonstrates low-profile consistency, where the absence of risk signals aligns with, and even improves upon, the national standard. In many fields, extensive author lists are not standard practice, and high rates can indicate author list inflation or a dilution of individual accountability. The university's very low score suggests that its authorship practices are transparent and well-governed, effectively distinguishing between necessary collaboration and questionable 'honorary' authorship.
With a Z-score of -2.664, the institution presents a very low-risk profile, indicating strong intellectual leadership in its publications. This stands in stark contrast to the national average of 0.389 (medium risk), showing that the university effectively avoids a dependency risk common in its environment. A wide positive gap can signal that an institution's prestige is dependent on external partners rather than its own structural capacity. The university's negative score is a sign of scientific maturity, demonstrating that its excellence metrics result from real internal capacity and that it exercises intellectual leadership in its collaborations.
The institution's Z-score of -1.413 is in the very low-risk category, well below the national average of -0.570 (low risk). This reflects a low-profile consistency, where the university's practices are in line with a national environment that already shows good control over this indicator. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or a focus on quantity over quality. The university's very low rate indicates a healthy balance, suggesting that its researchers' productivity is not associated with practices that could compromise the integrity of the scientific record.
The institution has a Z-score of -0.268, placing it in the very low-risk category and demonstrating a clear preventive isolation from the medium-risk national trend (Z-score of 0.979). This indicates that the university does not rely on its own journals for publication, a practice that can create conflicts of interest and academic endogamy. By avoiding excessive dependence on in-house journals, the institution ensures its scientific production undergoes independent external peer review, which enhances its global visibility and confirms its commitment to competitive validation rather than using internal channels as 'fast tracks' to inflate publication counts.
The institution's Z-score for redundant output is 11.173, an extremely high value that constitutes a global red flag. It drastically exceeds the national average of 2.965, which is already at a significant risk level, indicating that the university leads this problematic practice in a highly compromised environment. This indicator alerts to 'salami slicing,' where a coherent study is fragmented into minimal publishable units to artificially inflate productivity. Such a critical score suggests a systemic issue that distorts the available scientific evidence and overburdens the review system. It is imperative to address this practice to restore focus on generating significant new knowledge over maximizing publication volume.