| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.345 | 0.401 |
|
Retracted Output
|
-0.090 | 0.228 |
|
Institutional Self-Citation
|
0.748 | 2.800 |
|
Discontinued Journals Output
|
-0.221 | 1.015 |
|
Hyperauthored Output
|
-0.639 | -0.488 |
|
Leadership Impact Gap
|
1.045 | 0.389 |
|
Hyperprolific Authors
|
-1.184 | -0.570 |
|
Institutional Journal Output
|
3.133 | 0.979 |
|
Redundant Output
|
0.900 | 2.965 |
HSE University presents a robust scientific integrity profile, marked by a commendable overall score of 0.361. The institution demonstrates significant strengths in core research ethics, particularly in its low rates of retractions, hyperprolific authorship, and publication in discontinued journals, indicating strong pre-publication quality controls and a healthy authorship culture. These strengths provide a solid foundation for its world-class leadership, confirmed by SCImago Institutions Rankings data, in areas such as Economics, Econometrics and Finance; Arts and Humanities; Social Sciences; and Business, Management and Accounting. However, the analysis also reveals specific strategic vulnerabilities, notably a high reliance on institutional journals, a significant rate of multiple affiliations, and a dependency on external collaborations for high-impact research. These risks, while moderate, could challenge the university's mission to be a fully integrated and leading member of the "global academic community." Achieving this mission requires not only excellence but also the unimpeachable credibility that comes from external validation and demonstrated intellectual leadership. By addressing these strategic dependencies, HSE University can further solidify its position and ensure its contributions to Russia and the global community are both impactful and sustainable.
The institution presents a Z-score of 1.345, which is notably higher 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 shows a greater propensity for this practice. This suggests a high exposure to factors that encourage multiple affiliations. While such affiliations are often a legitimate result of researcher mobility or partnerships, the university's elevated rate compared to its national peers could signal a strategic over-reliance on this mechanism to inflate institutional credit or engage in “affiliation shopping,” a practice that warrants a review of institutional affiliation policies to ensure they align with international best practices for transparency and credit attribution.
With a Z-score of -0.090, the institution demonstrates a low-risk profile that contrasts sharply with the country's medium-risk average of 0.228. This positive divergence highlights the university's institutional resilience, suggesting that its internal control mechanisms are effectively mitigating the systemic risks present in the national environment. A high rate of retractions can indicate a systemic failure in quality control or a vulnerability in an institution's integrity culture. HSE University's excellent performance in this area, however, points to robust pre-publication review and responsible supervision, reinforcing its reputation as a reliable scientific partner.
The institution's Z-score for self-citation is 0.748, a medium-risk value that demonstrates relative containment when compared to the country's significant-risk score of 2.800. While the university is not immune to this risk, it operates with considerably more control than the national average. A certain level of self-citation is natural, but the critical national trend warns of widespread scientific isolation. HSE University successfully moderates this tendency, but the existing signal still calls for vigilance to prevent the formation of 'echo chambers' where work is validated without sufficient external scrutiny, a practice that can lead to an endogamous inflation of perceived academic impact.
The university shows a Z-score of -0.221, a low-risk value that stands in positive contrast to the national medium-risk average of 1.015. This performance is another clear sign of institutional resilience, where internal standards and researcher awareness appear to act as a filter against broader national trends. A high proportion of publications in discontinued journals is a critical alert regarding due diligence, exposing an institution to severe reputational risks associated with 'predatory' or low-quality practices. HSE University's low score indicates that its researchers are effectively selecting reputable dissemination channels that meet international ethical and quality standards, thereby protecting the institution's scientific investment.
With a Z-score of -0.639, the institution displays a prudent profile, managing its processes with even more rigor than the low-risk national standard of -0.488. This indicates a very healthy approach to authorship. When hyper-authorship appears outside of 'Big Science' contexts, it can signal author list inflation, which dilutes individual accountability and transparency. The university's exceptionally low rate suggests a culture that effectively discourages 'honorary' or political authorship, ensuring that credit is assigned appropriately and upholding the principles of responsible research conduct.
The institution's Z-score of 1.045 is significantly higher than the national average of 0.389, despite both falling into the medium-risk category. This indicates that the university has a high exposure to this particular risk. A wide positive gap signals a potential sustainability risk, suggesting that a notable portion of the institution's scientific prestige is dependent and exogenous, rather than being structurally generated by its own intellectual leadership. This metric invites a strategic reflection on whether the university's excellence metrics are the result of its own core capacity or a successful but potentially vulnerable positioning in collaborations where it does not lead.
The institution's Z-score of -1.184 places it in the very low-risk category, a result that is substantially better than the country's low-risk average of -0.570. This demonstrates a low-profile consistency, where the complete absence of risk signals at the university reinforces the secure national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to imbalances between quantity and quality. HSE University's exemplary score indicates a culture that prioritizes the integrity of the scientific record over sheer volume, effectively avoiding risks such as coercive authorship or the assignment of credit without real participation.
With a Z-score of 3.133, the institution shows a much higher value than the national average of 0.979, even though both are classified as medium-risk. This points to a high institutional exposure to this risk, making the practice far more prevalent at the university than across the country. Excessive dependence on in-house journals can create conflicts of interest and foster academic endogamy, as it suggests that a significant portion of scientific production might be bypassing independent external peer review. This practice risks limiting global visibility and may be perceived as using internal channels as 'fast tracks' to inflate publication counts without standard competitive validation.
The institution registers a Z-score of 0.900 (medium risk), demonstrating relative containment compared to the country's critical, significant-risk score of 2.965. This indicates that while the risk exists within the university, it operates with far more order and control than the national average. A high rate of redundant output typically indicates 'salami slicing'—the practice of dividing a single study into minimal publishable units to artificially inflate productivity. By maintaining a moderate level in a high-risk environment, HSE University shows a stronger commitment to publishing coherent, significant contributions over prioritizing volume, thereby better preserving the integrity of the scientific evidence base.
