| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.341 | 0.401 |
|
Retracted Output
|
-0.371 | 0.228 |
|
Institutional Self-Citation
|
9.039 | 2.800 |
|
Discontinued Journals Output
|
2.242 | 1.015 |
|
Hyperauthored Output
|
-1.313 | -0.488 |
|
Leadership Impact Gap
|
-3.213 | 0.389 |
|
Hyperprolific Authors
|
2.478 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
2.428 | 2.965 |
Moscow State Technological University Stankin demonstrates a strong overall performance profile (Score: 0.939) characterized by significant strengths in research autonomy and integrity, alongside critical vulnerabilities that require strategic intervention. The institution excels in areas that signal robust internal capacity and adherence to global standards, particularly in its low rates of hyper-authorship, minimal reliance on institutional journals, and a highly favorable impact gap, which indicates that its internally-led research is more impactful than its collaborative work. These strengths are foundational. However, they are contrasted by significant-risk indicators in Institutional Self-Citation and Hyperprolific Authorship, and medium-risk signals in publishing in discontinued journals and redundant output. Thematically, the university confirms its technological focus with strong national positions in the SCImago Institutions Rankings, most notably in Physics and Astronomy (13th in the Russian Federation), Engineering (28th), and Computer Science (28th). While a formal mission statement was not available for analysis, the identified risks—particularly those suggesting a focus on internal validation and metric inflation—could undermine the core principles of academic excellence and social responsibility expected of a leading technological institution. To secure its long-term reputation and impact, the university is advised to leverage its clear areas of scientific leadership and governance to address these specific integrity vulnerabilities, thereby ensuring its operational practices fully align with its demonstrated research excellence.
The institution presents a Z-score of 0.341, positioning it more favorably than the national average of 0.401. Although both the university and the country operate within a medium-risk context for this indicator, the institution demonstrates a more controlled environment. This suggests a differentiated management approach that moderates the risk of strategic affiliation practices common in the national system. While multiple affiliations are often a legitimate result of collaboration, the university's slightly lower rate indicates a healthier balance, reducing the potential for using affiliations primarily to inflate institutional credit or engage in “affiliation shopping.”
With a Z-score of -0.371, the institution shows a low-risk profile that contrasts sharply with the medium-risk level observed nationally (Z-score: 0.228). This disparity points to a notable institutional resilience, where internal control mechanisms appear to successfully mitigate systemic risks present in the wider environment. Retractions can be complex, but a rate significantly below the national average suggests that the university's quality control and supervision mechanisms prior to publication are robust and effective. This performance is a positive signal of a strong integrity culture that prevents the kind of recurring methodological or ethical failures that can lead to a high volume of retractions.
The institution's Z-score of 9.039 is a critical outlier, dramatically exceeding the already significant national average of 2.800. This constitutes a global red flag, indicating that the university not only participates in a problematic national dynamic but amplifies it to an extreme degree. A certain level of self-citation is natural, but this disproportionately high rate signals a profound scientific isolation and the formation of an 'echo chamber.' There is a severe risk that the institution's academic influence is being artificially inflated by internal dynamics rather than validated by the global scientific community, which could undermine the external credibility of its research.
The university's Z-score of 2.242 indicates a higher exposure to this risk compared to the national average of 1.015, even though both fall within a medium-risk category. This suggests the institution is more prone than its national peers to publishing in questionable venues. This pattern is a critical alert regarding the due diligence applied in selecting dissemination channels. A high Z-score indicates that a significant portion of its scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need to improve information literacy to avoid predatory practices.
The institution demonstrates exemplary practice with a Z-score of -1.313, indicating a very low risk that is even more controlled than the low-risk national standard (Z-score: -0.488). This low-profile consistency reflects a commendable culture of accountability in authorship. By avoiding the trend of author list inflation, the university ensures that individual contributions remain transparent and responsibility is clearly defined, aligning its practices with the highest standards of research integrity and distinguishing it from contexts where 'honorary' authorships might be more common.
With a Z-score of -3.213, the institution shows an outstandingly positive profile, representing a complete disconnection from the national trend, which sits at a medium-risk level (Z-score: 0.389). This result signifies a powerful form of preventive isolation from the risk of dependency. A negative score indicates that the impact of research led by the institution's own authors is significantly higher than its overall average impact. This is a clear sign of genuine internal capacity, strong intellectual leadership, and sustainable scientific prestige, proving that its excellence is structural and not merely the result of strategic positioning in collaborations led by others.
The institution's Z-score of 2.478 places it in the significant-risk category, a severe discrepancy when compared to the low-risk national profile (Z-score: -0.570). This atypical risk activity is a critical anomaly that requires a deep integrity assessment. While high productivity can be legitimate, extreme individual publication volumes challenge the plausible limits of meaningful intellectual contribution. This indicator alerts to potential imbalances between quantity and quality, pointing to serious risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metric inflation over the integrity of the scientific record.
The university's Z-score of -0.268 reflects a very low-risk profile, demonstrating a clear and positive separation from the national tendency toward publishing in institutional journals (Country Z-score: 0.979, medium risk). This preventive isolation from a common risk is a sign of strong governance. By avoiding excessive dependence on its own journals, the institution mitigates potential conflicts of interest and ensures its scientific production undergoes independent external peer review. This practice enhances the global visibility and competitive validation of its research, preventing the use of internal channels as potential 'fast tracks' to inflate publication counts without standard scrutiny.
The institution registers a Z-score of 2.428 (medium risk), indicating a degree of relative containment compared to the significant-risk scenario at the national level (Z-score: 2.965). Although risk signals are present, the university appears to operate with more control than the national average. However, a medium-risk level is still a cause for concern. It suggests that the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, known as 'salami slicing,' may be occurring. This warrants attention to ensure that the institutional focus remains on producing significant new knowledge rather than prioritizing publication volume, a practice which can distort the scientific evidence base.
