| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.436 | -0.476 |
|
Retracted Output
|
-0.371 | -0.174 |
|
Institutional Self-Citation
|
-0.794 | -0.045 |
|
Discontinued Journals Output
|
0.171 | -0.276 |
|
Hyperauthored Output
|
0.012 | 0.497 |
|
Leadership Impact Gap
|
-0.389 | 0.185 |
|
Hyperprolific Authors
|
-0.448 | -0.391 |
|
Institutional Journal Output
|
-0.268 | 0.278 |
|
Redundant Output
|
-0.133 | -0.228 |
The Universidad Francisco de Vitoria demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.170, which indicates a performance well within the parameters of good scientific practice. The institution's primary strengths lie in its exceptionally low rates of institutional self-citation and publication in its own journals, signaling a culture of external validation and global integration. This is complemented by a prudent management of retractions, hyperprolific authorship, and a notable capacity to generate high-impact research under its own leadership, mitigating national trends. Key areas for strategic attention include a moderate deviation from national norms in the rates of multiple affiliations and publications in discontinued journals. According to SCImago Institutions Rankings data, the university shows significant thematic strength in areas such as Engineering (ranked 20th in Spain), Pharmacology, Toxicology and Pharmaceutics (31st), and both Biochemistry, Genetics and Molecular Biology and Medicine (both 33rd). The identified vulnerabilities, though moderate, present a potential conflict with the university's mission to promote "ethical behavior" and "personal integrity." To fully align its operational practices with its foundational values of seeking truth and fostering social responsibility, it is recommended that the institution reviews its policies on author affiliations and implements stricter due diligence protocols for selecting publication venues, thereby reinforcing its commitment to academic excellence.
The institution presents a Z-score of 0.436, while the national average is -0.476. This result indicates a moderate deviation from the national context, suggesting the university is more exposed to the dynamics associated with this indicator than its peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, a disproportionately high rate can signal strategic attempts to inflate institutional credit. This divergence from the national standard warrants a review to ensure that all affiliations are transparent and reflect substantive collaboration, rather than "affiliation shopping," thereby safeguarding institutional reputation.
With a Z-score of -0.371, the institution demonstrates a more rigorous control over this indicator compared to the national average of -0.174. This prudent profile suggests that the university's quality control and supervision mechanisms are effective. Retractions are complex events, and a low rate, especially one below the national standard, points towards a healthy integrity culture where potential errors are likely identified and corrected prior to publication, reinforcing the reliability of its scientific record.
The institution's Z-score of -0.794 is significantly lower than the national average of -0.045, indicating an exemplary absence of risk signals in this area. This low-profile consistency with a secure national environment demonstrates that the university's research impact is validated externally, avoiding the "echo chambers" that can arise from endogamous citation patterns. This practice confirms that the institution's academic influence is built on broad recognition by the global scientific community rather than being inflated by internal dynamics.
The university's Z-score of 0.171 contrasts with the national average of -0.276, revealing a greater institutional sensitivity to this risk factor. This moderate deviation serves as a critical alert regarding the due diligence applied in selecting dissemination channels. A higher-than-average presence in journals that fail to meet international ethical or quality standards exposes the institution to severe reputational risks. This finding suggests an urgent need to enhance information literacy and formalize guidance for researchers to prevent the channeling of scientific output to 'predatory' or low-quality venues.
The institution shows a Z-score of 0.012, which is considerably lower than the national Z-score of 0.497. This demonstrates a differentiated management approach, where the university effectively moderates a risk that is more common at the national level. While extensive author lists are legitimate in "Big Science," a controlled rate outside these contexts, as seen here, indicates a strong culture of accountability. The institution appears to successfully distinguish between necessary massive collaboration and questionable "honorary" authorship, thus preserving the transparency and meaning of authorship.
With a Z-score of -0.389, the institution shows significant resilience against a systemic risk evident in the national Z-score of 0.185. This negative gap indicates that the impact of research led by the institution is strong and self-sufficient. Unlike the national trend, where prestige may be dependent on external partners, this result suggests that the university's scientific excellence is structural and stems from its own internal capacity. This reflects a sustainable model where intellectual leadership is cultivated and retained within the institution.
The institution's Z-score of -0.448 is lower than the national average of -0.391, reflecting a prudent profile in managing author productivity. This indicates that the university's processes are more rigorous than the national standard in this regard. By maintaining a low incidence of extreme individual publication volumes, the institution fosters a healthy balance between quantity and quality, mitigating risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution, and prioritizing the integrity of the scientific record over inflated metrics.
The university's Z-score of -0.268 stands in stark contrast to the national Z-score of 0.278. This demonstrates a clear preventive isolation, whereby the institution does not replicate the risk dynamics observed in its environment. By avoiding dependence on in-house journals, the university ensures its scientific production undergoes independent external peer review, thus sidestepping potential conflicts of interest and academic endogamy. This commitment to external validation enhances its global visibility and reinforces the credibility of its research findings.
The institution's Z-score of -0.133, while low, is slightly higher than the national average of -0.228. This suggests an incipient vulnerability that warrants review before it escalates. Although the overall risk is minimal, this subtle signal indicates a potential susceptibility to data fragmentation or "salami slicing," where studies are divided into minimal publishable units to inflate productivity. This serves as a proactive opportunity to reinforce editorial policies that encourage the publication of significant, coherent bodies of work over sheer volume.