| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.069 | -0.476 |
|
Retracted Output
|
-0.597 | -0.174 |
|
Institutional Self-Citation
|
-0.967 | -0.045 |
|
Discontinued Journals Output
|
-0.386 | -0.276 |
|
Hyperauthored Output
|
0.989 | 0.497 |
|
Leadership Impact Gap
|
0.580 | 0.185 |
|
Hyperprolific Authors
|
0.693 | -0.391 |
|
Institutional Journal Output
|
-0.268 | 0.278 |
|
Redundant Output
|
-0.364 | -0.228 |
The Universidad Europea de Madrid demonstrates a robust overall profile in scientific integrity, with a global risk score of -0.209 indicating a performance that is healthier than the global average. The institution's primary strengths lie in its exceptionally low rates of retracted output, institutional self-citation, and publication in discontinued journals, reflecting strong quality control and a commitment to external validation. However, areas requiring strategic attention include authorship practices, particularly the rates of hyper-authored output and hyperprolific authors, and a notable gap between its overall research impact and the impact of work led by its own researchers. These vulnerabilities, while moderate, could challenge the institution's mission to foster "ethical commitment" and achieve leadership at the "forefront of intellectual and technical development." The university's outstanding performance in key thematic areas, as evidenced by its Top 10 national rankings in Chemistry, Dentistry, Biochemistry, Genetics and Molecular Biology, and Medicine according to SCImago Institutions Rankings, provides a solid foundation of excellence. To fully align its operational practices with its stated mission, it is recommended that the institution focuses on refining its authorship policies and developing strategies to bolster its internal capacity for high-impact, leadership-driven research, thereby ensuring its reputation for excellence is built on a sustainable and ethically sound framework.
The institution presents a Z-score of -0.069, slightly higher than the national average of -0.476. Although both the university and the country operate within a low-risk range, this subtle divergence suggests an incipient vulnerability. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's slightly elevated signal warrants a proactive review. This ensures that its affiliation patterns are driven by genuine scientific collaboration rather than early signs of strategic attempts to inflate institutional credit, which could escalate if left unmonitored.
With a Z-score of -0.597, the institution demonstrates an exceptionally low rate of retracted publications, performing significantly better than the national average of -0.174. This result indicates a consistent and effective approach to quality control that aligns with the national standard of responsible research. The near absence of these critical risk signals suggests that the university's pre-publication review and supervision mechanisms are robust. This performance is a strong indicator of a healthy integrity culture, where potential errors are likely identified and corrected before they can damage the scientific record, reinforcing the institution's commitment to methodological rigor.
The university's Z-score for institutional self-citation is -0.967, a figure that signals a near-total absence of this risk and is substantially lower than the national average of -0.045. This excellent result reflects a low-profile consistency with a secure national environment, indicating that the institution's research is well-integrated into the global scientific community. By avoiding the 'echo chambers' that can arise from excessive self-validation, the university demonstrates that its academic influence is earned through external scrutiny and recognition, rather than being inflated by endogamous internal dynamics.
The institution shows a Z-score of -0.386, which is well below the national average of -0.276. This strong performance highlights a consistent and responsible approach to selecting publication venues. The very low rate of output in journals that fail to meet international standards suggests that the institution's researchers exercise excellent due diligence. This practice effectively mitigates severe reputational risks and prevents the misallocation of resources to predatory or low-quality channels, showcasing a commitment to impactful and ethical dissemination.
The university's Z-score of 0.989 is notably higher than the national average of 0.497, placing it in a position of high exposure to this risk factor. Although both the institution and the country show medium-level signals, the university is more prone to this dynamic. In disciplines outside of 'Big Science', this pattern can indicate author list inflation, which dilutes individual accountability and transparency. This heightened signal serves as a prompt for the institution to analyze its authorship patterns and distinguish between necessary massive collaboration and potentially problematic 'honorary' or political authorship practices.
With a Z-score of 0.580, the institution displays a significantly wider impact gap than the national average of 0.185. This high exposure suggests that the university is more reliant on external collaborations for its citation impact than its national peers. A wide positive gap, where overall impact is high but the impact of institution-led research is comparatively low, signals a potential sustainability risk. It suggests that the institution's scientific prestige may be dependent and exogenous rather than structural, inviting a strategic reflection on whether its excellence metrics result from genuine internal capacity or from a supporting role in collaborations where it does not exercise intellectual leadership.
The institution registers a Z-score of 0.693, a moderate deviation from the national standard, which sits at a low-risk Z-score of -0.391. This discrepancy indicates that the university shows a greater sensitivity to this risk factor than its peers. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This alert points to potential imbalances between quantity and quality, signaling risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metric inflation over the integrity of the scientific record and require careful review.
The university's Z-score of -0.268 is exceptionally low, especially when contrasted with the national average of 0.278, which indicates a medium-level risk. This demonstrates a clear case of preventive isolation, where the institution successfully avoids a risk dynamic prevalent in its environment. By not depending on its own journals for publication, the university avoids potential conflicts of interest and academic endogamy. This commitment to independent, external peer review enhances the global visibility and credibility of its research, ensuring its scientific output is validated through standard competitive channels.
With a Z-score of -0.364, the institution exhibits a more prudent profile than the national average of -0.228, even though both are within a low-risk range. This indicates that the university manages its publication processes with greater rigor than the national standard. The lower score suggests stronger controls against data fragmentation or 'salami slicing,' where studies are divided into minimal publishable units to artificially inflate productivity. This approach prioritizes the generation of significant new knowledge over volume, contributing positively to the integrity of the scientific evidence base.