| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.028 | -0.320 |
|
Retracted Output
|
-0.268 | -0.027 |
|
Institutional Self-Citation
|
0.012 | -0.077 |
|
Discontinued Journals Output
|
-0.177 | 0.028 |
|
Hyperauthored Output
|
-0.485 | 0.532 |
|
Leadership Impact Gap
|
-0.269 | 0.730 |
|
Hyperprolific Authors
|
-0.410 | -0.556 |
|
Institutional Journal Output
|
4.076 | 1.693 |
|
Redundant Output
|
-0.024 | -0.435 |
Kaunas University of Technology demonstrates a solid overall performance in scientific integrity, with a low aggregate risk score of 0.210. The institution exhibits notable strengths, particularly in its resilience against national trends concerning publication in discontinued journals, hyper-authorship, and dependency on external collaborators for impact. However, two key vulnerabilities emerge: a moderate rate of institutional self-citation and a significantly high rate of publication in its own journals. These indicators of insularity could challenge the University's mission "to provide research-based studies at an international level" and foster an "open creative environment." This inward-looking tendency contrasts with the institution's outstanding international leadership, as evidenced by its top national rankings in critical fields such as Energy, Environmental Science, Computer Science, and Physics and Astronomy. To fully align its operational integrity with its strategic vision of global leadership and innovation, the University is advised to implement policies that encourage broader external validation and international collaboration, thereby ensuring its recognized excellence is built upon a foundation of maximum transparency and global engagement.
The University's rate of multiple affiliations (Z-score: -0.028) is slightly higher than the national average (Z-score: -0.320), signaling an incipient vulnerability despite the overall low-risk context. This minor elevation suggests that while the institution's practices are largely aligned with national norms, it shows early signals that warrant review. It is important to ensure that these affiliations are consistently the result of legitimate researcher mobility and genuine partnerships, rather than developing into strategic attempts to inflate institutional credit through "affiliation shopping."
The institution demonstrates a prudent profile regarding retracted output, with a Z-score of -0.268 that is significantly lower than the national figure of -0.027. This indicates that the University’s quality control and supervision mechanisms are more rigorous than the national standard. Such a low rate suggests that when retractions do occur, they are more likely to be the result of a healthy culture of responsible error correction rather than an indicator of systemic failures in methodological rigor or research integrity.
The University shows a moderate deviation from the national norm in institutional self-citation, with a Z-score of 0.012 compared to the country's -0.077. This suggests a greater sensitivity to this risk factor than its national peers. While a certain level of self-citation is natural to reflect the continuity of research lines, this elevated rate can signal concerning scientific isolation or 'echo chambers.' This trend warns of a potential for endogamous impact inflation, where the institution's academic influence might be oversized by internal dynamics rather than by broader recognition from the global scientific community.
The institution displays notable resilience against a risk more prevalent at the national level. With a Z-score of -0.177, it effectively avoids publishing in discontinued journals, a practice more common across the country (Z-score: 0.028). This suggests that the University's internal control mechanisms and researcher guidance are successfully mitigating systemic risks. By maintaining a low proportion of output in such journals, the institution protects its reputation and demonstrates strong due diligence in selecting high-quality dissemination channels, avoiding the reputational damage associated with predatory or low-quality publishing practices.
The University demonstrates strong institutional resilience, maintaining a very low rate of hyper-authored output (Z-score: -0.485) in a national context where this is a more significant trend (Z-score: 0.532). This performance indicates that the institution’s research culture effectively distinguishes between necessary large-scale collaboration and practices like author list inflation. By managing this indicator well, the University upholds individual accountability and transparency, steering clear of the risks associated with 'honorary' or political authorship, which can dilute the value of individual contributions.
The institution exhibits considerable resilience by maintaining a minimal gap between its overall impact and the impact of the research it leads (Z-score: -0.269), a stark contrast to the national tendency towards a wider gap (Z-score: 0.730). This strong performance indicates that the University's scientific prestige is structural and internally driven, not dependent on external partners. This reflects a high degree of intellectual leadership and sustainable internal capacity, demonstrating that its excellence metrics are a direct result of its own research prowess rather than a strategic positioning in collaborations led by others.
The University's rate of hyperprolific authors (Z-score: -0.410) is slightly higher than the national average (Z-score: -0.556), signaling an incipient vulnerability despite the overall low risk level. While high productivity can reflect leadership, this subtle increase warrants monitoring. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution, and this signal serves as a reminder to ensure a healthy balance between quantity and quality, guarding against risks such as coercive authorship or the assignment of authorship without real participation.
The University shows high exposure to risks associated with publishing in its own journals, with a Z-score of 4.076 that is significantly higher than the national average of 1.693. This indicates a strong institutional tendency towards this practice. While in-house journals can be valuable for local dissemination, this level of dependence raises potential conflicts of interest, as the institution acts as both judge and party. This high value warns of a pronounced risk of academic endogamy, where production might bypass independent external peer review, potentially limiting global visibility and using internal channels as 'fast tracks' to inflate publication records without standard competitive validation.
The institution's rate of redundant output (Z-score: -0.024) is slightly elevated compared to the very low national baseline (Z-score: -0.435), indicating an incipient vulnerability. Although the absolute risk is low, this signal suggests that some research may be prone to data fragmentation. Citing previous work is essential for cumulative knowledge, but this uptick serves as a cautionary note against the practice of dividing a coherent study into 'minimal publishable units' to artificially inflate productivity, a dynamic that can distort the scientific record and overburden the peer review system.
