| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.363 | 0.401 |
|
Retracted Output
|
0.070 | 0.228 |
|
Institutional Self-Citation
|
0.866 | 2.800 |
|
Discontinued Journals Output
|
1.132 | 1.015 |
|
Hyperauthored Output
|
-0.911 | -0.488 |
|
Leadership Impact Gap
|
0.259 | 0.389 |
|
Hyperprolific Authors
|
-0.009 | -0.570 |
|
Institutional Journal Output
|
3.706 | 0.979 |
|
Redundant Output
|
1.270 | 2.965 |
RUDN University presents a robust scientific integrity profile, reflected in an overall score of 0.828, indicating a solid foundation with specific areas for strategic enhancement. The institution demonstrates commendable strengths in managing risks associated with hyper-authorship and hyperprolificacy, suggesting a healthy balance between productivity and accountability. However, a pattern of medium-level risks across multiple indicators, particularly a high exposure to publishing in institutional journals and elevated rates of multiple affiliations compared to national averages, points to vulnerabilities that require attention. These observations are contextualized by the university's outstanding performance in several thematic areas according to SCImago Institutions Rankings, including leading national positions in Veterinary (1st), Dentistry (2nd), Arts and Humanities (4th), and Social Sciences (4th). To fully align with its mission of "uniting people of different cultures by knowledge" and creating global leaders, it is crucial to address integrity risks that could suggest academic insularity or metric-driven behaviors. Such practices could contradict the values of excellence and global responsibility inherent in its mission. By proactively strengthening governance in the identified areas of exposure, RUDN University can further solidify its reputation as a world-class institution committed to ethical and impactful research.
The institution presents a Z-score of 1.363, which is notably higher than the national average of 0.401. This indicates that the university is more prone to this particular risk signal than its peers within the Russian Federation. While multiple affiliations can be a legitimate outcome of collaboration, this high exposure warrants a closer examination of affiliation patterns. The data suggests a need to verify that these instances reflect genuine partnerships and researcher mobility, rather than strategic "affiliation shopping" designed to artificially inflate institutional credit, ensuring that all declared contributions are substantive.
With a Z-score of 0.070, the institution demonstrates a significantly lower incidence of retractions compared to the national average of 0.228. This suggests a differentiated and more effective management of publication quality. The university's ability to moderate a risk that is more common in the country points toward robust pre-publication quality control mechanisms. This lower rate indicates that systemic failures or recurring malpractice are less prevalent, reflecting a stronger institutional culture of integrity and methodological rigor that successfully prevents errors before they enter the scientific record.
The university's Z-score of 0.866 stands in stark contrast to the critical national average of 2.800. This demonstrates a remarkable level of relative containment, where the institution successfully mitigates a risk that is systemic and severe across the country. By maintaining a moderate level of self-citation, the university avoids the pitfalls of scientific isolation and the "echo chambers" that can lead to endogamous impact inflation. This result suggests that the institution's academic influence is validated by the broader global community, not just by internal dynamics, reflecting a healthy integration into international scientific discourse.
The institution's Z-score for this indicator is 1.132, slightly above the national average of 1.015. This proximity suggests that the university is more exposed to a risk factor that appears to be a shared challenge within the national research ecosystem. A high proportion of publications in such journals is a critical alert regarding the due diligence applied in selecting dissemination channels. This pattern indicates a vulnerability to channeling research through media that may not meet international ethical or quality standards, exposing the institution to reputational damage and highlighting a need for enhanced information literacy to avoid predatory practices.
With a Z-score of -0.911, the institution displays a prudent profile that is significantly lower than the national average of -0.488. This indicates that the university manages its authorship processes with more rigor than the national standard. This controlled approach suggests a strong institutional culture of transparency and accountability, effectively distinguishing between necessary massive collaborations and questionable "honorary" authorship practices. The result reflects a commitment to ensuring that author lists accurately represent meaningful intellectual contributions, thereby safeguarding individual accountability.
The institution's Z-score of 0.259 is notably lower than the national average of 0.389, indicating more effective management of this strategic risk. This differentiated performance suggests that the university is building a more sustainable and structural scientific prestige compared to its national peers. While some reliance on external partners for impact is common, the smaller gap at the university points to a stronger internal capacity for intellectual leadership. This reduces the risk of its excellence metrics being overly dependent on exogenous factors and signals a genuine, self-sufficient research capability.
The institution's Z-score of -0.009, while low, is higher than the national average of -0.570. This slight divergence, though not alarming, points to an incipient vulnerability that warrants review before it escalates. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This signal, therefore, serves as a proactive alert to monitor for potential imbalances between quantity and quality, ensuring that institutional culture does not incentivize practices like coercive authorship or the assignment of credit without real participation.
The university shows a Z-score of 3.706, a figure dramatically higher than the national average of 0.979. This represents a significant area of high exposure, indicating that the institution is far more prone to this risk than its environment. Such a strong dependence on in-house journals raises potential conflicts of interest, as the institution acts as both judge and party in the publication process. This practice risks creating academic endogamy, limiting global visibility, and suggests that internal channels might be used as "fast tracks" to inflate publication records without undergoing standard, independent external peer review.
With a Z-score of 1.270, the institution effectively contains a risk that is critical at the national level, where the average is 2.965. This performance indicates that the university operates with more order and integrity than the national average in this regard. The data suggests a commendable institutional commitment to publishing coherent, significant studies rather than artificially inflating productivity by fragmenting data into "minimal publishable units." By avoiding this practice, the university upholds the integrity of the scientific evidence base and prioritizes the generation of new knowledge over the pursuit of volume.
