| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.730 | 0.802 |
|
Retracted Output
|
-0.249 | -0.255 |
|
Institutional Self-Citation
|
0.381 | -0.192 |
|
Discontinued Journals Output
|
-0.545 | -0.435 |
|
Hyperauthored Output
|
-0.499 | 0.220 |
|
Leadership Impact Gap
|
-0.978 | -0.073 |
|
Hyperprolific Authors
|
-1.014 | -0.521 |
|
Institutional Journal Output
|
-0.268 | -0.242 |
|
Redundant Output
|
-1.186 | 0.052 |
VID Specialized University demonstrates a strong overall scientific integrity profile, with a global risk score of -0.153 indicating robust governance and responsible research practices. The institution exhibits exceptional control in critical areas such as the selection of publication venues, authorship contribution clarity, and the prevention of redundant publications, effectively isolating itself from several risk trends prevalent at the national level. This operational excellence supports its high academic ambitions, particularly in its strongest thematic areas as identified by SCImago Institutions Rankings data, including Arts and Humanities and Medicine. However, to fully align with its value-based mission and commitment to societal relevance, attention is required for two indicators that deviate from this positive trend: the Rate of Multiple Affiliations and the Rate of Institutional Self-Citation. These metrics suggest a potential overemphasis on internal validation and credit maximization, which could subtly undermine the institution's external impact and transparency. By proactively addressing these specific vulnerabilities, the University can further solidify its reputation for academic excellence and ensure its research practices are in complete harmony with its foundational values.
The institution presents a Z-score of 2.730, which is significantly higher than the national average of 0.802. This result indicates that the center is more prone to showing alert signals in this area than its environment average. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the marked elevation above the national norm suggests a high exposure to risk. This pattern could signal strategic attempts to inflate institutional credit or “affiliation shopping” rather than purely organic collaboration. It is advisable to review affiliation policies to ensure they promote genuine scientific partnership and transparently reflect researchers' contributions, thereby safeguarding the institution's academic credibility.
With a Z-score of -0.249, the institution's performance is statistically normal and aligns almost perfectly with the national average of -0.255. This indicates that the rate of retractions is as expected for its context and size, showing no unusual signals of systemic issues. Retractions can result from the honest correction of errors, and this score suggests that the institution's quality control mechanisms are functioning within the national standard. There are no signs of recurring malpractice or a systemic failure in methodological rigor that would warrant immediate concern.
The institution shows a Z-score of 0.381, a moderate deviation from the national benchmark of -0.192. This value suggests a greater sensitivity to risk factors than its peers across the country. A certain level of self-citation is natural and reflects the continuity of research lines; however, this elevated rate could signal the formation of 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This trend warns of a potential for endogamous impact inflation, where academic influence might be oversized by internal dynamics rather than by recognition from the global scientific community, meriting a closer look at citation patterns.
The institution's Z-score of -0.545 is exceptionally low, falling even below the national average of -0.435. This signifies a total operational silence in this risk area, demonstrating an outstanding level of due diligence in selecting dissemination channels. This performance indicates that the institution's researchers are effectively avoiding media that do not meet international ethical or quality standards. Such a result protects the university from severe reputational risks and confirms a strong culture of information literacy that prevents the waste of resources on 'predatory' or low-quality publication practices.
With a Z-score of -0.499, the institution displays a low-risk profile that contrasts favorably with the medium-risk national average of 0.220. This suggests the presence of institutional resilience, where internal control mechanisms appear to successfully mitigate systemic risks observed at the country level. While extensive author lists are legitimate in 'Big Science,' this controlled rate outside those contexts indicates that the institution is effectively preventing author list inflation. This helps maintain individual accountability and transparency, distinguishing necessary collaboration from questionable 'honorary' authorship practices.
The institution's Z-score of -0.978 is in the very low-risk category, consistent with the low-risk national standard of -0.073. This low-profile consistency demonstrates that there is no significant gap between the impact of its overall output and the output where it holds intellectual leadership. The absence of a positive gap indicates that the institution's scientific prestige is not dependent on external partners but is generated by its own structural capacity. This reflects a sustainable and healthy research ecosystem where excellence metrics are a direct result of genuine internal capabilities.
The institution registers an extremely low Z-score of -1.014, well below the national average of -0.521. This low-profile consistency signals a complete absence of risk related to hyperprolific authors, aligning with and even exceeding the national standard for responsible productivity. This result suggests that the institutional culture prioritizes quality over quantity, effectively avoiding the risks associated with extreme publication volumes, such as coercive authorship or the assignment of credit without real participation. It reflects a healthy balance that upholds the integrity of the scientific record.
With a Z-score of -0.268, the institution shows a total operational silence regarding this risk, performing slightly better than the already low-risk national average of -0.242. This absence of risk signals, even below the national baseline, is commendable. It indicates that the institution is not dependent on its own journals for publication, thus avoiding potential conflicts of interest and academic endogamy. By favoring external, independent peer review, the university ensures its scientific production is validated competitively, enhancing its global visibility and credibility.
The institution achieves an outstanding Z-score of -1.186, demonstrating preventive isolation from a risk dynamic that is present at the national level (country score of 0.052). This result shows that the center does not replicate the risk of 'salami slicing' observed in its environment. The data strongly suggests that the institution's researchers are not fragmenting coherent studies into minimal publishable units to artificially inflate productivity. This practice upholds the integrity of scientific evidence and shows a commitment to publishing work with significant new knowledge, rather than focusing on volume.
