| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.324 | -0.546 |
|
Retracted Output
|
-0.437 | -0.222 |
|
Institutional Self-Citation
|
0.484 | 0.950 |
|
Discontinued Journals Output
|
0.445 | 0.249 |
|
Hyperauthored Output
|
-0.919 | 0.088 |
|
Leadership Impact Gap
|
-0.285 | 0.543 |
|
Hyperprolific Authors
|
-0.857 | -0.585 |
|
Institutional Journal Output
|
-0.268 | 0.985 |
|
Redundant Output
|
0.039 | 0.244 |
The Slovak University of Technology demonstrates a robust scientific integrity profile, with an overall risk score of -0.221 indicating performance that is healthier than the global average. The institution's primary strengths lie in its exceptionally low rates of retracted output and publication in institutional journals, alongside effective management of hyper-authorship and hyper-prolificacy. These results point to strong internal governance and quality control mechanisms. Areas requiring strategic attention include a medium exposure to output in discontinued journals, institutional self-citation, and redundant publications, which, while managed better than the national average in some cases, present opportunities for refinement. According to SCImago Institutions Rankings data, the university's academic excellence is particularly pronounced in Environmental Science and Pharmacology, Toxicology and Pharmaceutics, where it ranks first in Slovakia, as well as in Engineering and Medicine, where it holds the second position. These achievements align with its mission to "apply and disseminate new knowledge." However, the identified medium-risk signals, such as publishing in low-quality journals or fragmenting research, could subtly undermine the institutional commitment to "wisdom, goodness and creativity" and the development of a truly "knowledge-based society." A proactive focus on enhancing information literacy for journal selection and reinforcing policies on publication ethics will be key to fully aligning its operational practices with its stated mission of excellence and societal contribution.
The institution presents a Z-score of -0.324, a value indicating low risk but slightly higher than the national average of -0.546. This suggests a case of incipient vulnerability. Although both the university and the country operate within a normal range, the institution shows slightly more activity in this area. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor deviation warrants observation to ensure it reflects genuine collaboration and does not evolve into strategic attempts to inflate institutional credit through "affiliation shopping."
With a Z-score of -0.437, the institution demonstrates an exceptionally low rate of retractions, performing better than the national standard, which sits at -0.222. This signals a low-profile consistency, where the near-total absence of risk aligns with and even surpasses the country's already low-risk environment. Retractions can sometimes signify responsible supervision through the correction of honest errors; however, such a minimal rate strongly suggests that the university's quality control mechanisms prior to publication are functioning systemically and effectively, preventing the types of methodological or ethical failures that typically lead to retractions.
The university's Z-score for this indicator is 0.484, placing it in the medium-risk category, yet this is significantly healthier than the national average of 0.950. This reflects a differentiated management approach, where the institution successfully moderates a risk that appears more common and pronounced across the country. A certain level of self-citation is natural, but the university's relative control helps it avoid the more severe risks of scientific isolation or 'echo chambers.' By keeping this rate below the national trend, the institution mitigates the risk of endogamous impact inflation, ensuring its academic influence is less likely to be oversized by internal dynamics.
The institution shows a Z-score of 0.445, a medium-risk signal that indicates high exposure, as it is more pronounced than the national average of 0.249. This suggests the center is more prone than its national peers to publishing in channels that fail to meet international standards. A high proportion of output in such journals is 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 enhanced information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality publications.
With a Z-score of -0.919, the institution maintains a low-risk profile, in stark contrast to the country's medium-risk average of 0.088. This demonstrates significant institutional resilience, as internal control mechanisms appear to effectively mitigate a systemic risk observed at the national level. While extensive author lists are legitimate in 'Big Science,' the university's low score indicates it successfully avoids the trend of author list inflation seen elsewhere. This serves as a positive signal that the institution promotes transparency and accountability, distinguishing necessary massive collaboration from questionable 'honorary' authorship practices.
The institution's Z-score of -0.285 reflects a low-risk profile, showcasing institutional resilience when compared to the national medium-risk average of 0.543. A low gap indicates that the impact of research led by the institution is commensurate with its overall collaborative impact. This is a sign of strength, suggesting that the university's scientific prestige is not dependent on external partners but is derived from its own structural capacity and intellectual leadership. This contrasts with the national trend, where a wider gap might signal a risk of prestige being exogenous rather than internally generated.
The university's Z-score of -0.857 is firmly in the low-risk category, indicating a more prudent profile than the national average of -0.585. This demonstrates that the institution manages its research processes with more rigor than the national standard. By maintaining a very low incidence of hyperprolificacy, the university effectively mitigates the risks associated with prioritizing quantity over quality. This suggests a healthy research environment that discourages practices like coercive authorship or assigning credit without real participation, thereby upholding the integrity of the scientific record.
With a Z-score of -0.268, the institution registers a very low risk, marking a clear case of preventive isolation from the national trend, which stands at a medium-risk Z-score of 0.985. This significant difference highlights the university's commitment to external validation and global visibility. By not relying on its own journals, the institution avoids the conflicts of interest and academic endogamy that can arise when an entity acts as both judge and party. This practice ensures its scientific production undergoes independent external peer review, bypassing the risk of using internal channels as 'fast tracks' to inflate publication records.
The institution's Z-score of 0.039 places it in the medium-risk category, but it reflects differentiated management, as this value is considerably lower than the national average of 0.244. This indicates that while some signals of data fragmentation exist, the university is moderating a risk that is more prevalent in its environment. A high rate of redundant output, or 'salami slicing,' can distort scientific evidence by dividing studies into minimal publishable units. The university's better-than-average performance suggests a stronger institutional focus on producing significant new knowledge rather than artificially inflating productivity metrics.