| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
6.007 | -0.476 |
|
Retracted Output
|
6.550 | -0.174 |
|
Institutional Self-Citation
|
-1.351 | -0.045 |
|
Discontinued Journals Output
|
0.179 | -0.276 |
|
Hyperauthored Output
|
-0.802 | 0.497 |
|
Leadership Impact Gap
|
1.151 | 0.185 |
|
Hyperprolific Authors
|
-0.705 | -0.391 |
|
Institutional Journal Output
|
-0.268 | 0.278 |
|
Redundant Output
|
-1.186 | -0.228 |
The Universidad Europea del Atlantico presents a mixed profile of performance with an overall integrity score of 2.395, characterized by a clear dichotomy between areas of exceptional control and specific, critical vulnerabilities. The institution's primary strengths lie in its robust management of internal publication dynamics, showing very low risk in Institutional Self-Citation, Output in Institutional Journals, and Redundant Output. However, this is contrasted by significant, high-risk alerts in the Rate of Multiple Affiliations and the Rate of Retracted Output, which are severe outliers compared to national standards. According to SCImago Institutions Rankings data, the university's strongest research areas include Agricultural and Biological Sciences (ranked 55th in Spain), Engineering (60th), and Computer Science (61st). While the institution's specific mission statement was not available for this analysis, the identified risks—particularly the severe discrepancies in retractions and affiliations—pose a direct challenge to the universal academic values of excellence, integrity, and social responsibility. To safeguard its reputation and the credibility of its strongest research fields, it is recommended that the institution leverage its proven governance strengths to conduct a focused audit on the high-risk indicators, thereby fostering a more balanced and resilient research ecosystem.
The institution's Z-score of 6.007 is exceptionally high, creating a severe discrepancy when compared to the low-risk national average of -0.476. This stark contrast suggests that the institution's affiliation practices are atypical for its environment and require a deep integrity assessment. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this extreme rate signals a potential systemic use of strategic affiliations to inflate institutional credit or engage in “affiliation shopping.” Such practices, if unmanaged, can dilute accountability and pose a significant reputational risk.
With a Z-score of 6.550, the institution exhibits a critically high rate of retractions, which stands in severe contrast to the low-risk national context (Z-score -0.174). This discrepancy suggests that the issue is not one of isolated incidents but may point to a systemic vulnerability in the institution's pre-publication quality control mechanisms. A rate this far above the global average is a strong alert for recurring malpractice or a lack of methodological rigor, indicating that the institution's integrity culture may be compromised and requires immediate qualitative verification by management to protect its scientific credibility.
The institution demonstrates a very low Z-score of -1.351 for self-citation, a result that is consistent with and even improves upon the low-risk national profile (Z-score -0.045). This absence of risk signals indicates a healthy reliance on external validation for its research. The data suggests the institution successfully avoids creating scientific 'echo chambers,' ensuring its work is subject to sufficient external scrutiny and that its academic influence is built on global community recognition rather than being oversized by internal dynamics.
With a medium-risk Z-score of 0.179, the institution shows a greater sensitivity to this risk factor than its national peers, who exhibit a low-risk average (Z-score -0.276). This moderate deviation from the norm suggests a need to review due diligence processes in the selection of dissemination channels. A notable proportion of publications in journals that do not meet international ethical or quality standards constitutes a critical alert, exposing the institution to severe reputational risks and suggesting an urgent need for enhanced information literacy to avoid channeling resources into 'predatory' or low-quality practices.
The institution's low-risk Z-score of -0.802 demonstrates notable resilience, particularly when compared to the medium-risk national environment (Z-score 0.497). This suggests that internal control mechanisms are effectively mitigating a systemic risk that is more prevalent across the country. The data indicates that the institution maintains a healthy approach to co-authorship, successfully distinguishing between necessary massive collaboration and practices like 'honorary' or political authorship, thereby preserving individual accountability and transparency.
The institution's Z-score of 1.151 is significantly higher than the national average of 0.185, and although both fall within a medium-risk category, this difference indicates a high exposure to this particular risk. The institution is more prone to showing alert signals in this area than its environment average. A very wide positive gap, where overall impact is high but the impact of research led by the institution is low, signals a sustainability risk. This value suggests that scientific prestige may be overly dependent and exogenous, inviting reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where it does not exercise intellectual leadership.
The institution's Z-score of -0.705 is well within the low-risk category and is more favorable than the national standard (-0.391). This prudent profile suggests that the institution manages its authorship processes with more rigor than its national counterparts. The data indicates a healthy balance between productivity and quality, successfully avoiding the risks associated with extreme publication volumes, such as coercive authorship or the assignment of authorship without real participation, thereby prioritizing the integrity of the scientific record over pure metrics.
The institution shows a very low-risk Z-score of -0.268, effectively isolating itself from the medium-risk dynamics observed at the national level (Z-score 0.278). This preventive stance demonstrates strong governance and an understanding of the potential conflicts of interest associated with in-house publishing. By avoiding excessive dependence on its own journals, the institution mitigates the risk of academic endogamy, ensuring its scientific production undergoes independent external peer review and achieves global visibility rather than using internal channels as 'fast tracks' to inflate CVs.
With a very low Z-score of -1.186, the institution's performance aligns perfectly with a low-risk national environment (Z-score -0.228), indicating a complete absence of risk signals in this area. This suggests a strong commitment to publishing coherent and significant studies rather than fragmenting data into 'minimal publishable units' to artificially inflate productivity. This practice upholds the integrity of the available scientific evidence and avoids overburdening the peer review system, prioritizing the generation of significant new knowledge.