| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.007 | 0.401 |
|
Retracted Output
|
0.192 | 0.228 |
|
Institutional Self-Citation
|
4.586 | 2.800 |
|
Discontinued Journals Output
|
2.446 | 1.015 |
|
Hyperauthored Output
|
-1.165 | -0.488 |
|
Leadership Impact Gap
|
-3.275 | 0.389 |
|
Hyperprolific Authors
|
-1.080 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
7.154 | 2.965 |
Moscow Polytechnic University presents a profile of pronounced contrasts, achieving an overall integrity score of 0.778. This performance reflects a clear bifurcation: on one hand, the institution demonstrates exceptional strength and independence in its research leadership, effectively insulating itself from several national risk trends. On the other, it exhibits critical vulnerabilities in publication practices, specifically concerning self-referentiality and output fragmentation, which significantly exceed the already high national averages. The university's academic excellence is evident in its SCImago Institutions Rankings, where it holds top national positions in key areas such as Agricultural and Biological Sciences, Environmental Science, Energy, and Earth and Planetary Sciences. However, the detected integrity risks, particularly the high rates of institutional self-citation and redundant output, pose a direct threat to its mission of training an "engineering elite." These practices undermine the principles of excellence and robust project work by prioritizing quantitative metrics over substantive, externally validated contributions. To fully realize its mission, the university must leverage its proven capacity for independent leadership to implement stringent quality controls and foster a culture that rewards genuine scientific impact over inflated productivity metrics.
The institution's Z-score of 0.007 is considerably lower than the national average of 0.401, although both fall within the medium-risk category. This indicates a pattern of differentiated management, where the university successfully moderates a risk that is more pronounced across the country. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates often signal strategic attempts to inflate institutional credit. Moscow Polytechnic University appears to have more effective controls in place than its national peers, mitigating the tendency towards "affiliation shopping" and ensuring that co-authorships reflect substantive partnerships rather than mere credit acquisition.
With a Z-score of 0.192, the institution's performance is statistically aligned with the national average of 0.228, reflecting a shared systemic pattern. Retractions are complex events, and a rate at this level suggests that challenges in pre-publication quality control are not an isolated institutional issue but a broader vulnerability within the national research ecosystem. This alignment indicates that the university's mechanisms for ensuring methodological rigor and preventing malpractice are operating at the national standard, but also that it is exposed to the same systemic pressures that can lead to errors or integrity breaches requiring subsequent correction.
The institution's Z-score of 4.586 is critically high and significantly surpasses the already elevated national average of 2.800, representing a global red flag. This finding suggests the university is a leading driver of a problematic practice within a highly compromised national environment. While some self-citation reflects research continuity, such an extreme rate points to the formation of a scientific 'echo chamber,' where work is validated internally without sufficient external scrutiny. This dynamic creates a severe risk of endogamous impact inflation, calling into question whether the institution's perceived academic influence stems from genuine recognition by the global community or is artificially oversized by internal citation dynamics.
The university's Z-score of 2.446 indicates a higher exposure to this risk compared to the national average of 1.015, even though both are in the medium-risk range. This suggests the institution is more prone than its peers to publishing in channels that fail to meet international quality and ethical standards. A high proportion of output in discontinued journals is a critical alert regarding the due diligence of its researchers in selecting publication venues. This practice exposes the institution to severe reputational damage and indicates an urgent need to improve information literacy to prevent the misallocation of research efforts into predatory or low-impact outlets.
The institution demonstrates exceptional performance with a Z-score of -1.165, indicating a very low risk that is even more controlled than the low-risk national average of -0.488. This low-profile consistency shows a commendable adherence to authorship standards. By avoiding the trend of author list inflation, the university promotes individual accountability and transparency. This practice ensures that author lists accurately reflect significant intellectual contributions, distinguishing its research culture from environments where 'honorary' or political authorships might dilute the integrity of the scientific record.
With a Z-score of -3.275, the institution shows outstanding strength in an area where the country displays a medium risk (Z-score of 0.389). This signifies a clear preventive isolation, as the university does not replicate the national dependency on external collaborations for impact. A negative score of this magnitude indicates that the research led directly by the institution is more impactful than its overall collaborative output. This is a powerful sign of structural and endogenous scientific prestige, demonstrating that its excellence is built on genuine internal capacity and intellectual leadership, rather than being a reflection of strategic positioning in partnerships led by others.
The institution's Z-score of -1.080 is in the very low-risk category, outperforming the low-risk national average of -0.570. This low-profile consistency highlights a responsible approach to academic productivity. While high output can signify leadership, extreme volumes often challenge the plausibility of meaningful contribution. By maintaining a low rate of hyperprolific authors, the university fosters a healthy balance between quantity and quality, effectively avoiding risks such as coercive authorship or the prioritization of metrics over the integrity of the scientific record.
The university exhibits exemplary practice with a Z-score of -0.268 (very low risk), in stark contrast to the national average of 0.979 (medium risk). This demonstrates a successful preventive isolation from the national trend of academic endogamy. Over-reliance on in-house journals can create conflicts of interest and bypass rigorous external peer review. By channeling its research to external venues, the institution commits to independent validation, enhances its global visibility, and avoids using internal publications as potential 'fast tracks' for inflating academic credentials without competitive scrutiny.
With a Z-score of 7.154, the institution's rate of redundant output is critically high, drastically exceeding the significant national average of 2.965. This constitutes a global red flag, indicating that the university is a major amplifier of this detrimental practice in a country already compromised by it. Such a high value alerts to the systemic fragmentation of coherent studies into 'minimal publishable units' to artificially inflate productivity metrics. This practice of 'salami slicing' not only distorts the available scientific evidence and overburdens the peer-review system but also signals a culture that may prioritize publication volume over the generation of significant, novel knowledge.
